{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating Traditional GBM...\n",
      "Simulating GMT-II GBM...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Running Performance Comparison...\n",
      "\n",
      "Performance Comparison:\n",
      "Traditional Method: 1.4228 seconds for 1000 paths\n",
      "GMT-II Method: 1.9323 seconds for 1000 paths\n",
      "Performance Ratio: 0.74x\n",
      "\n",
      "Demonstrating GMT-II Flexibility: Adding Jump Diffusion\n"
     ]
    },
    {
     "data": {
      "image/png": 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5uUs+xWJJ2G94rpVSbcGbSAAYorUeb7O+AlMujoZphemntfZJyknFSpsDARzRWlfyxTEF11Cs1Pk6AFie2giC4AIyoFEQhFyBUqo2GCUzbBvf5TVhbWE0mM1kG2g5MT6PXWDxGVsaImOFzwNgBFIQBEHIBmILEQQht1AKzIlcFLRavODf7viNZaDtpCNohzoMPnJvpa0KKNmQBg5GmwigXW6xQAmCIPgDsYUIgiAIgiAIgoeQyLUgCIIgCIIgeAgR14IgCIIgCILgIXLNgMaYmBhdqVIlvxw7NTUVYWG55qMUHCDnOfcj5zhvIOc5byDnOffjz3O8YcOGeK11CXvLcs1VV6lSJaxf75+CS/Hx8YiJifHLsQXfIec59yPnOG8g5zlvIOc59+PPc+ysEJ3YQgRBEARBEATBQ4i4FgRBEARBEAQPIeJaEARBEARBEDxErvFcC4IgCIIg5ISUlBTExcUhKUnqKAUDaWlpOHPmjFePERUVhXLlyiE8PNzlbURcC4IgCIIgAIiLi0PBggVRqVIlKKX83R0hC1JSUtwSve6itcbZs2cRFxeHypUru7yd2EIEQRAEQRAAJCUloXjx4iKsBQCAUgrFixd3+0mGiGtBEARBEAQLIqwFa7JzPYi4FgRBEARBCBAKFCjgs2O1b98eNWvWRIMGDVCrVi088cQTuHDhwvXlLVu2vD49fPhw1K1bF8OHD8eZM2fQvHlzNGrUCH///bdbx1y/fj2eeuopj/S/evXqqF+/Pho2bIguXbrg5MmTDtfdvHkzFixYcP31qFGjMGbMGI/0wxYR14IgCIIgCHmUyZMnY+vWrdi6dSsiIyPRq1ev68tWr159ffrrr7/Gxo0bMXr0aCxZsgS1atXCpk2b0KZNG7eO16RJE3z66ace6/+yZcuwZcsWNGnSBO+++67D9WzFtTcRcS0IgiAIghBALF++HD169Lj++oknnsAPP/wAgBWpR44ciRYtWqBJkybYuHEjbrnlFlStWhVfffXV9e3btm2L3r17o06dOnj00UeRnp7u9JgRERH48MMPcfToUWzZsgWAGUXv2bMnLl++jObNm+ODDz7ACy+8gAULFiA2NhZXr17NEG2fNWsWBg0aBACYOXMm6tWrh4YNG6Jt27aZ3tu5c+dw++23o0GDBrjpppuwdetWAIwqP/jgg2jfvj2qVKnikhhv27Yt9u/fj3Xr1qFly5Zo1KgRWrZsiT179iA5ORmvvfYapk+fjtjYWEyfPh0AsHPnTreO4SqSLUQQBEEQBMEGb1mvtc75PsqXL481a9Zg2LBhGDRoEFatWoWkpCTUrVsXjz76KABg3bp12LlzJypWrIiuXbvil19+Qd++fZ3uNzQ0FA0bNsTu3bvRsGHD6/Pnzp2LAgUKYPPmzQCAUqVKYf369fj888+d7u/NN9/EokWLcMMNN2Swmxi8/vrraNSoEX799VcsXboU999///Vj7N69G8uWLcOlS5dQs2ZNPPbYY04zg8ybNw/169dHrVq18NdffyEsLAx//vknRo4ciZ9//hlvvvlmhj6PGjXK7WO4iohrQRAEQRCEIKJnz54AgPr16yMxMREFCxZEwYIFERUVdV3ENmvWDFWqVAEA9O/fHytXrsxSXANMP+cpWrVqhUGDBuHOO+9Enz59Mi1fuXIlfv75ZwBAx44dcfbsWSQkJAAAunfvjsjISERGRqJkyZI4deoUypUrl2kfHTp0QGhoKBo0aIC3334bCQkJGDhwIPbt2welFFJSUhz2z9VjuIuIa0EQBADYtw/hW7YAN98MFCni794IguBnPKgx3SYsLCyDjcM2FVxkZCQAICQk5Pq08To1NRVA5iwXrmS9SEtLw7Zt21C7dm23+mu9b+u+fvXVV1i7di3mz5+P2NjY61FpA3tC3tiX9fsKDQ29/r5sWbZsGWJiYq6/fuaZZ9ChQwfMnj0bhw8fRvv27R3229VjuIt4roXgQ2vggQeAp5/2d0+E3MSkSSjcrx/wzjv+7okgCHmcihUrYufOnbh27RoSEhKwZMkSt/exbt06HDp0COnp6Zg+fTpat27tdP2UlBS89NJLKF++PBo0aODWsUqVKoVdu3YhPT0ds2fPvj7/wIEDaN68Od58803ExMTg2LFjGbZr27YtJk+eDIBe7JiYGBQqVMitY9uSkJCAG264AQCu+9QBoGDBgrh06VKO9u0qIq6F4GP/fmDqVGDPHn/3RMhN/Psv26ZN/dsPQRDyLKmpqYiMjET58uVx5513okGDBrj33nvRqFEjt/fVokULjBgxAvXq1UPlypXRu3dvu+vde++9aNCgAerVq4fLly9jzpw5bh/r/fffR48ePdCxY0eUKVPm+vzhw4ejfv36qFevHtq2bZvBxw3Q97x+/Xo0aNAAI0aMwMSJE90+ti0vvPACXnrpJbRq1QppaWnX53fo0AE7d+7MMKDRWyhPemv8SZMmTfT69ev9cuz4+PgMjyQELzNlCnDvvcBttwFz5/rssHKeczFaAyVLAvHxQPXqwB9/AJUq+btXgpeQ/+W8QXbO865du9y2RHiSLVu24JFHHsG6detytJ/ly5djzJgxmDdvnod6Fph4u/y5gb3rQim1QWvdxN76ErkWgg/jS6d5c//2Q8g9HDlCYQ0A+/bxTxAEwYd89dVX6N+/P95++21/d0XIISKuheBj7Vq2b70FLFrk374IuQPDEmJw8KB/+iEIQp7l0Ucfxc6dO9GlS5cc76t9+/a5PmodyIi4FoKL5GRg0yZOX7sGbNvm3/4IuQOLpUwbI95FXAuCIAjZRMS1EFxs20ZRbWAz8lgQssWRIwCAZKPs76FDfuyMIAiCEMyIuBaCC8NvHRHBNi7Of30Rcg/TpgGnTiHp/vv5WiLXgiAIQjaRIjJCcHHXXUCFCkzD99xzIq4Fz1GyJFJr1uS0iGtBEAQhm0jkWgguihUDuncH7riDr0VcCznFqgqaLlECuOUWoHdvwEnJXEEQBG8RFxeHXr16oXr16qhatSqefvppJCcn2133+PHjLpU0v/XWW6+XRXeXUaNGYcyYMXaXTZo0CQ0aNEDdunXRsGFDPPzww9eP0759e9SsWROxsbGoXbs2xo8ff327SpUqoU2bNhn2FRsbi3r16mU6xuHDh5EvXz7ExsaiTp06ePTRRzNUr7Tl119/xc6dO6+/bt++PXydqlnEteB7VqwAfvstZ/soWxZQCjhxQkSQkDOefRaoVg2YPZvX1MKFwHffAeHhwNGjQL9+5iBaQRAEL6K1Rp8+fXD77bdj37592Lt3LxITE/Hyyy9nWjc1NRVly5bFrFmzstzvggULUKRIEY/2deHChfj444/x+++/Y8eOHdi4cSNatmyJU6dOXV9n8uTJ2Lx5M1atWoUXX3wxw03CpUuXrlds3LVrl9NjVa1aFZs3b8bWrVuxc+dO/Prrrw7XtRXX/kDEteB72rcHevZ0v8LiP/8A99wDzJhB4dO7N4vJXL3qlW4KeYTFi4EDB4DChTMv69cPmDULuPtu3/dLEIQ8x9KlSxEVFYUHHngAABAaGoqPP/4YEyZMwJUrV/DDDz+gX79+uO2229ClSxccPnz4erT3ypUr16s63nXXXWjevPn1iG2lSpUQHx+Pw4cPo3bt2njkkUdQt25ddOnSBVctv6HffPMNmjZtioYNG+KOO+7AlStXnPb1nXfewZgxY66XGg8NDcWDDz6Imoa9zorExETkz58foaGh1+fdeeed1yslTp06Ff3798/y8wkLC0PLli2xf/9+fPPNN2jRokWG/q5evRpz587F8OHDERsbiwMHDgAAZs6ciWbNmqFGjRr4+++/szxOThFxLfiWy5fN6Rkz3Nt20SKWPTf+MX7+GfjpJ6BQIc/1T8hbHDwI7NzJa6h1a867epXzDh4E6tfnvL17WcVREIS8hVKO/6xsDhg/3vm6LrJjxw7ceOONGeYVKlQIFSpUwP79+wEAa9aswcSJE7F06dIM633xxRcoWrQotm7dildffRUbNmywe4x9+/Zh6NCh2LFjB4oUKYKff/4ZANCnTx/8+++/2LJlC2rXro3vvvsuy742btzY6TpGafWaNWvi1VdfzSCu+/bti19++QUA8Ntvv+G2225zui+ANxBLlixB/fr10adPH6xZsyZDf1u2bImePXti9OjR2Lx5M6pWrQqAUf5169bhk08+wRtvvJHlcXKKiGvBtygFGAnyp051T7DMmcO2WzfP90vImxj2pK5dzQw048cDdesC//sfp4sW5fyjR/3TR0EQ8gxaayg7Ytx6fufOnVGsWLFM66xcuRJ3W56y1atXDw0aNLB7jMqVKyM2NhYAcOONN+Lw4cMAgO3bt6NNmzaoX78+Jk+ejB07drjc723btiE2NhZVq1a9Ho0GaAvZunUrjh49ijFjxuCIJe0pABQrVgxFixbFtGnTULt2bURHRzvc/4EDBxAbG4tWrVqhe/fu6NatG7Zv344OHTq41N8+ffpker/eRMS14Fuio4F584DixYFdu4CtW13b7uhR+l7z5wc6duS8q1dZploGNQrO2L0b6NULuPnmzNeKIa6tIyZVqrA9eBAICQFateLrlSu931dBEAILrR3/DR5srjd4sPN1XaRu3bqZBt9dvHgRx44dux6FzZ8/v4OuunacyMjI69OhoaFITU0FAAwaNAiff/45tm3bhtdffx1JSUlZ9nXjxo0AgPr162Pz5s3o1q3bdZuJNSVKlEDjxo2x1qiwbOGuu+7C0KFDs7SEGJ7rTZs2YdSoUdf7+8knn7jUX+M9W79fbyLiWvA94eHAnXdyesoU17axjlpHRXH600+BGjWAjz/2fB+F3MGePbR2zJ0LLFkCNGsGGI9KExI4uDYkJOPTkMqV2S5cSDFu2EVWrfJt3wVByHN06tQJV65cwY8//ggASEtLw3PPPYdBgwY5jewCQOvWrTHDYrfcuXMntrlZwfjSpUsoU6YMUlJSMHny5CzXf+mll/D8888jzipoYU9YA7RzbNq06foNgkHv3r3xwgsv4JZbbnGrr876W7BgQVy6dMnt/XkSyXMt+Jbt24EtW4DGjTk40dV/KGNksFFBDwDKlWMrkWvBETVrArfeCpQqxaccy5cDbdsCkyYBqan8a92aT1IMDHENAA8/DLz6Km8IExN93n1BEPIWSinMnj0bjz/+ON566y2kp6fj1ltvxbvvvpvlto8//jgGDhyIBg0aoFGjRmjQoAEK2xuo7YC33noLzZs3R8WKFVG/fv0sBeqtt96KM2fOoFu3bkhLS0ORIkVQr169DEL53nvvRb58+XDt2jUMGjQok5+8YMGCePHFF13uo21/W7dunam/d999Nx555BF8+umnLmVS8QbK1ccIgU6TJk20r/MYGsTHxyMmJsYvxw463n0XePll4IUXgA8+cG2b8+eBEiU4feaM6YFdsYKZR1q2dBxVTEjgYDU3BpQ4Qs5zkJKWBoSGAsnJwJAhwA8/8Hr4/nvzBq1TJwBW59i4Xj7/nNukpAD58vmn/4LHkf/lvEF2zvOuXbtQu3ZtL/XIu6SlpSElJQVRUVE4cOAAOnXqhL179yLCGE+SC0lJSUF4eLjXj2PvulBKbdBaN7G3vk8i10qpCQB6ADitta5nmTcawG0AkgEcAPCA1vqCZdlLAB4CkAbgKa31Il/0U/ABp0+zLVXK9W2UohD/7z9TWAPOI9daA6NGAW+9xT87OUKFXE5qKhAWRmENcMDihAmMZn/7LSPaxk2bLaNHA6tXAw8+yH2EyUM+QRACmytXrqBDhw5ISUmB1hpffvllrhbWgYyvfjF+APA5gB+t5i0G8JLWOlUp9QGAlwC8qJSqA+BuAHUBlAXwp1KqhtY6zUd9FbyJkVy+ZEkK7d9/ByIjnecRLlKEpc5tseTWxPHjZnTS4MsvgTff5PSSJSKu8xpas9BQ6dJM3Wg8GlUKGDECeOopDq51xPPPZ56Xng6cPetYkAuCIPiRggUL+rwSoWAfnwxo1Fr/BeCczbw/tNbGkM1/AFjCkOgFYJrW+prW+hCA/QCa+aKfgg+wjlwfPAgMGuS6PcSWqCggJoYRSmO/Bg8+aGYV2b07290VgpQjR2ghOnnSfh70LAYGZWLtWvqyXSgz7BZaszKkjBsQBEHINQRKtpAHAfxumb4BwDGrZXGWeUJuwDpyXaMGp50V6EhPB8aOBWbOtL/ckTUkKoqV96KiWCI9ISHnfReCB0t6KDRq5BG/PapV4zX0zz/AsWNZr+8qn3wC9OkDdO/Opy+CIPid3DIWTfAM2bke/G4kVEq9DCAVgJFHxd4vod13ppQaDGAwAJQrVw7x8fFe6WNWJIhwc5lip04hBMDZsDDo9HQUK1YMIefO4dz27UgvUybT+ur0aRR/5hmkFyuGcx06ZFoe9sEH0OHhSCtdGoiPR+j27UgvVw66SBEAQJGqVRG2YwcurF2L1CwqSWWFnOfgIXrVKkQDuFKzJq648b3g7BwX7NkTkXPmIGnECCSOHZvjPobu24cizz/PL7ytW5Ewdy5S2rTJ8X6FrJH/5bxBds5zSEgITp8+jaJFi9ot5iIEFmleDkporXH+/HmEhIS4pTH9Kq6VUgPBgY6dtHlrEAegvNVq5QAct7e91no8gPEAs4X4c/S3jDx3gbQ04OJFQCkUr1mTg8Rq1QJWr0ax+Hiz1LQ1loh0yA032P+MjWqPAKPfTz3F3MZ//QU0bw7Uqwfs2IEiFy7QQpJDYmJigH//Bb74gvm1LSJeCDD27AEARLdujWg3z7vD/+XRo4H58xE1bRqiXn4ZqFPH8U7Wrwe++w746CP7WUYOHaIlKj2dYwdmzULhm25yq59CzpDv7LyBu+e5cOHCiIuLw7lz57JeWfA7aWlpGUqqe4OoqChUqVLFrawkfhPXSqmuAF4E0E5rfcVq0VwAU5RSH4EDGqsDWOeHLgqeJjSUVRXPnzezL9SowawMe/YAdiLTOHGCrZ2odgauXWOhkG3b6I1t1Ijzx45lhgh3PbbOuOkmiiKA6dyEwGPTJrbGdeAJqlcHHnmEg2VHjOD1ZjB3Lq/Bnj2BK1eAfv2Aw4eB8uWBkSO5zowZTB1ZtCjQoAHzZpcrx9zvbuSiFQTBe4SHh6Oyda57IaAJ1LSaPvFcK6WmAlgDoKZSKk4p9RCYPaQggMVKqc1Kqa8AQGu9A8AMADsBLAQwVDKF5CJCQjIW7LD2XdvjuOWhhTNxvXcvo4hG1cf+/Zl2DeDASU8Ka8AU1lJUJDA5dYrXTcGCgE01sBzz2mu8nn77LeMg2k8/5fVXpQrQtSuF9Y03MstNejpvHvv3Z3+OHgXq1mWWnO+/zyis9+6V60oQBCHI8UnkWmttr2j8d07WfwfAO97rkRAw1KjBx+bJyfaXG5HrsmUd76NSpYxp+AYO9Fj3MnHxItvQUGDqVO8dR8g++fMzSnz2LG/mPEnp0sAbbwDDh9OyVLIk53fvTlG/fTuFfeHC7MPSpcDTT/O6SU9nhdGqVYE1a4DLl4ECBcx9DxjAypFTpzpPTSkIgiAENIGSLUTIC8yZw2jee++Z83r1YqTu88/tb+NK5DoiAvjf/zjdoAGPYZCWRl925cqsspdTtm9nW7++FBYJVAoUoC3j0Ue9s//nn+e1ZD1AdtgwYOtWYP584N57gV9/ZRQ7IoJl140sOcOGsVUqo7AGgIYN2S5Y4J1+C4IgCD5BxLXgOw4eZIo0IxoNUKA6iy5euUIh4ixyDQC33cZiMXPnZky9FhrKR+2HD/P4OWXbNrYNGjC/9uXLOd+nEHzYu7FSilUfJ02itxpgrvUGDTjdpk3GGz9bundn+/vvkpZPEAQhiBFxLfgOZ6XPtbYvKH74gZaRnj2z3n/HjkDFipnn16rFdvduiuzhw1lgJDukp/MYRtW/0aOztx/BOxw6BLRoAfzxh797QpQCxoxhyXXrJzb2qFWLFqf4eGYbEQRBEIISEdeC77AuIGPN0KEcfObocXhYGOBGCpxMGOJ61y6gdWuKnVdeyd6+HnuMAv299xhV//ff7PdL8Dyvv85CL5MnZ72ur+jcmTd2rVo5X08pM3o9f773+yUIgiB4BRHXgu9wFLkOCaG9wlHGkJxiiOs9e5jtAQCmTMnZo/fmzdmuW+e4uqTgGy5fBoYM4eDBSZN4I/bGG/7uVfa49Va24rsWBEEIWkRcC77DUeTaSMdnKfxxnfh4oEIF4JZbcnZca1vII49woFliIgvNGBjp9ZyRlGRmC6lYEShRgn08fDhn/RNMtOYTAXcYPhwYPx7o1InbDxlCe0Uw0r49EBXF/wXjWhMEQRCCChHXgu9wFLl2lOv6+HHg2DHgv/9ydlxDXO/bx9ZIczZtGttnngGKFQMOHHC6m3DDZ92/Px/hN2vGBeukxpHHePNNnotly7Je99w5+vFffx1o0oTz8ufPvuUnEIiOBlat4k1boUL+7o0gCIKQDURcC75jwADg/vszi2tD/G7dmtGq4UoaPlcoVYrR6jZt+NoQ17NmUWCPHQskJADz5jndTdjOnZwwIu/2xPW6dazKN2FCzvqcV1m0iJUOn346a9vOyy/zXPz9N7B8OS0/M2bYHzAbTDRuzAIzgiAIQlAiiXoF3/H22/bnV6hA8XvwILB2LdCyJee7Wvo8K5RiNDA5mdP167NC3o4dwOLF5npbt2bedvp0lqsuUAD5jf4bqdUMcW0MatQa6N2bNwUPPcRiNtbFbYSsMZ5ebNvG6oUPP2x/vbQ0YPZs3hRVrcqIdbD6rB2Rmsrrxzq1pCAIghDwSORa8D9KMU81wLLSBq5UZ3SV0qUp4g3GjKHn+ptvKKABYNOmjNtoDTz1FD3f1pke6tdn2749MGIEi+MYfTei7b/8IqLIXc6e5R/AQYnW5cVtWbSIHv7KlYHYWJ90z6cMGMCbuiysSoIgCELgIZFrwTfExzNSXKECBZEtgwZRtBqpyADP2ULs0bWrOd2tG4Xw9u2MbkdEcP6JExR4RYpQZL/5JufXrcs2KsrMXZyWBowcyemxYxnBFtzjwgWgaVP6jidOzJiz/OxZpte7/37gk0/MKHWfPrnzJubyZQ66XbECqFbN370RBEEQ3EDEteAbFi0C7ruPxWCMSK81sbGZI5CejFw7o2BBoHp12lIOHABq1+b8jRvZNm4MvPIKknbvRlSVKrQg2DJhAm8eKlZktgrBfapWdTw49LvvgBdf5HV0/rw5/447fNM3X9O+PW0vK1bQYiQIgiAEDSKuBe9z4YIZ1c2qkIY1d9xBsWrYMLzJwoWMkEdFmfOsxXV4OBLHjUNUTEzmbbUGPv6Y02+8wcFo69YB77xDkTRsmNe7nyvRmgMUp083z8UTT7CEeIcOjHAb+cZzG+3asV2xwr/9EARBENxGxLXgXbRmVcOjR5kuzZnQPH6cNovLlxkJvuce/vkCe1YVa3HtDKWAb7/l+gMGcN7p08DcucDOncDjj0v2B1eIj6fP2BgEmpjINIknT/J11ar0v4eEcPBpSEjutIQAvKEsWpT/N4cPB2/ebkEQhDyIDGgUvMvkyUx3lz8/qyI6K2MeEQGMG8cqe5cu+a6PjnBVXAPMcPLEExR8AD3dVaoA+/dzvlRxzJrOnRmN3rKFrwsWBD7/3Fw+dKj5+eb2LBohIWbqSIleC4IgBBUirgXvoTULfAAchFa9uvP1Y2IoUlNSgF69GL32VYGWa9co7ipV4uDEy5cp3vLnz7rf9ggLo6UhKopR7S+/9HiXcxVaMw1fcjLzhBv06QM8+iitIA884L/++QNXrSFXr9KWJJVCBUEQAgKxhQjeY8MGDhIsXdp1YfTRR8zesWwZ/4oVM9OzeZPISJZHj4tjtLlmTeDIEZagDsnmPeiNN3Ig3r33sihK06b8EzJz/DjLnsfE8JwbKJV3b0x69uTNWadOztcbNQr48EPgn3/MtJKCIAiC35DIteA9YmNZpOXjj10vptKsGQvJGAMLXbFkeIpGjdha57vOaQnqe+5h9pDUVLPcupAZo3hMjRr+7UcgUa0a/fo1azpeJy4O+PRTTq9a5Zt+CYIgCE4RcS14j7Aw4OabzXLjrlKtGiOZL70EvPWWd/pmD0PIT5xIS0pKimf2e8cdrOrojXzdwU56OlsR1845cQJYvz7z/FGjgKQkTv/3H3DsmE+7JQiCIGRGxLUQmBQtCrz7LnDTTb47plHOfOFC5hauVcszYqVzZw7Se/75nO8rNzF3LlCgAD3pIq4ds3s3b8569cpokdq7lyXiQ0OBDz4Ali4FSpb0Xz8FQRAEAOK5FrzF8OEUBaNG0XscDHTtCnz9NbBnD0trV6kClCvn717lXmbM4GC8oUOBEiU4T8R1ZqpV4+eyejXw449mOsuqVSmuDx0CXnjBv30UBEEQriPiWvA8aWlMp3fyJPDqq/7ujeuEhACDB3tn31ozm0NKighIAyMTTHIyUzROmsRsMUJGwsLo21+9mtFpQ1yHhrIcvCAIghBQiC1E8DxLl1JYV64s2TEMvv+ekXAjNWFe5/x5YN8+Zml59VVg+3ZmVRFfun06dGD7118cHGuL1sDo0UDv3nwaIAiCIPgNEdeC5/nmG7aDBuXuQh/u0KQJ23/+8W8/AgVjcF7jxsCbbzKfuOCY8uWZb/3iRRY3GjuWT1k2b+ZypYCffgJ+/dUsfiQIgiD4BRHXgmc5fZo/8CEhwIMP+rs3gUPduhSQhw+b5bzzMlWqMBOMXCOuY0Svly5l5dNvvmEWEYMWLdiuXu37vgmCIAjXEXEteJaJE+kr7t5dBgNaExpqZiNZu9a/fQkEqlYFXnkFePhhf/ckeOjYkdfRtm2M/EdEAG3bmssNcb1mjX/6JwiCIAAQcS14mh9+YOutgYE2LFrEKtGTJpkpkwMWI62gWEOE7NCzJ3DuHFPyaQ20bp3RTmMtrrX2Tx8FQRAEEdeCh1m6lBUZu3b1yeG+/JJjvAYMAJo3D3C7qUQWyalTHHyX1z8Hd8mXjxVD//iDr7t0ybi8Rg2gcGHajk6d8n3/BEEQBAAirgVPU6oU8MwzTB/mA3bsYFukCJ+Ud+8OJCRkb19pacAnnzBxhVcwBjVu3Zq3I4urVzMvs2ROcR+t+bgGyCyulWLhI4C52u1tm5evO0EQBB8h4loIWq5eBQ4coA314EEGhrNKrb1gAYvY2Rvz9euvTCHcti3r33ic0qWBDRuAo0fzdhYVI7+14UEXXGfZMiAujtMNG2Ze3qUL0LcvEB2dedmrr7Ly6cGD3u2jIAhCHkfEteAZrl2jWBo82Gfm5927GYirXp2a4auvKLTHjXNsD/npJ+DMGWDOnMzLli5le/480K2bF5J6KMXUcwUKeHjHQcCVK6zaOWQIKzMCkgM9O7RqxcIx33/PjDy2vPkmMHNm5s/27Fngf//jY535833TV0EQhDyKiGvBM+zYAfz7Lw3Q9n70s8mFC8Cdd3Lslq3dY+dOtnXqsG3QAHjqKWr7xx6zr/G3bGF75EjmZStWsC1XjhnzbruNiU8EK6ZNo+0nLc297b7/HhgzBhg/npHT0FCa5AX3iIxkRp5Bg9zb7rvvgKQkThs5xgVBEASvIOJa8AxGqLhxY4/tcu9e6q+ZM4FVq1g3wxrDb123rjnvjTeAsmXpPJg8OeP6V6+aVtTDhzMui4/n/qKiOM6uQgVqEI8H+RYv5qP7t9/28I59QHo60L8/T8TChe5t26MHPdZ33EFj+++/0yYjeBatmfvaNiPNggXmtIhrQRAEryLiWvAMHhbX//3HzHV797KKOgB89BEj2Qb2xHXBgsC773L6lVfMYJ2xvhHNto1c//032xYtGLl+5hm+NopNeozLlymwV61yvE6glq82wv6A+djAVSpWBEaNAmbNAp5+Gujc2aNdEywkJQE33MBHPcnJ5vwlS4C5c4FixTjo2N0nD4IgCILLiLgOBDZt8pyg+vprYMIEz+zLHTwsrmfPpve5VSsm1+jYkbaQTz4x17EnrgHgvvuA+vU5bvCLL8z51trw5MmMwtuwhBg1OQYMYI2OhQuBY8c88paIkc3B0YhJw0SuFPDAA0BqqgcPnkP++suc/vdf//VDcEy+fHzskpYGHDpkzg8Npc8pPp6DC0JD/ddHQRCEXI5PxLVSaoJS6rRSarvVvH5KqR1KqXSlVBOb9V9SSu1XSu1RSt3iiz76jT//pCAdODDn+1q9Gnj0UeChhziAyVekpprK1UPi2ogk338/x/+98QZff/wxRffVq6Z1t0aNjNuGhgLvv8/pd94xo93W4hrIKJoNcd2uHduYGKB3b0a6v//eI2+JVK3KNIVHjnCQny3HjjFsD7Agz7ZtHjx4DnnySWDKFE67I65feIGZKqxLdQveo2ZNtnv28I7U+nFPXs5SIwiC4CN8Fbn+AYBtVZHtAPoA+Mt6plKqDoC7AdS1bPOFUir3hlm++47tzJnA/v3Z34/WwIgR5uszZ3LWL3fYtYth4CpVmHA6h2htBkmNSHLr1sDNNwMXL9IeYp0pJCIi8z66daNQPneOSRIAU1yHh7M1fNfnz3NZRIRZRBEwK3N/950Hn6KHhwPVqrHz+/ZlXm6bI3DlSg8d2AOEhHB06b33AkOHupYV5upVPj54+20ZHeorrMX1t98CJUoA771nLk9J4WMdQRAEwSv4RFxrrf8CcM5m3i6ttZ1KB+gFYJrW+prW+hCA/QByb0JcI+fvO+8wqpldfv+d4d5ixRipMuwHvqBAAaZZczeDgQMOHKBto0QJUycAZvR67Fgzsm1rCTFQCnjrLU5/+y31hCGu27dna/iuV66k1m3WjE/VDTp2pN/76FE+YPAYzqwhhriuWNHsXCBgFB8JDWWt+eefdy0rzJIl9JnfeCPtCoL3sRbXv/zCJ0vGd8uePRyYIJ53QRAEr+GbMnrucQMA66HucZZ5mVBKDQYwGADKlSuH+Ph47/fODglulARUJ09CFygAFCiAkEOHUOzgQaQXKYJzObFypKejyAsvIAxA4jPPICklhd5KX1GwIB/9Ax457vz5kQAKolmzazh79tL1+TVqAO3bF8Ly5RF49dV0ACGoXPkK4uPt2CtADVu9ehHs2xeG0aMTkZBQAMWLp6NBgyQsXhyNXbu47cKF0QCi0bRp5n3165cPH36YHzNmXEW1atks/WhDdIUKiAZweeNGXO3UKcOyIitW8DwOHYoCL7yAtL/+wvkzZ/z+OD/fmDGIWLIEV4YNQ4ptZUAnFJg2DVEALnfujKt++v90B3f+lwOV8NKlURhA2tKlCDl8GIiMxLlmzaDj44GCBVEcgNq7F2cPHoQuVMjPvfUPueE8C1kj5zn3E6jnOBDFtT0VYbdmr9Z6PIDxANCkSRMdExPjzX45xaVjHzrE3HJ16zJVlqWYRkjnzogpVYrrnDvH6LM7TJ7M0X3lyqHA8OEoEB7OQZLVqwOFC7v5Tqw4cQJYvhy4++7M4k5r+oHT0mgFqVTJYwJw0ya2N98ciZiYyAzL3nuPGT0uXmTUtGnTaMTE2KlGZ2HIEAZZx4xh4ZbY2BDUqcP1z5zhtkZmsq5dM++rY0fgww+B/fvzoXDhwq6d56zo1g24fBn527RB/iJFWBqyRQueqx07gNBQFHjsMeCDDxB68iRiEhPNlCn+4u+/gfXrUbhAAVb/++sv+mn693e+nWWga/477kB+P/5/uoM/v0c8gqXyZagxoLFLFxSvVMlc3rAhsG4dih85AnToYM6/cIHXYB7xZQf9eRZcQs5z7icQz3EgZguJA1De6nU5AMf91BfP8v33HMT277/Azz+b3oZbbqFvoV8/pskaN869KoeNGlGwvfkmEzX37s0KbX/8kXG9//0PaNIEOHXKtf126ADccw9tALbMmMEf6caNgccfd1wSMRsYH4vht7bmppv4Vg0c2UIMBgygzfn8eb5u2NB0XBw+zNOxcSMdDi1aZN6+fn2227aZzogc07UrvSo9ejDi368f0LIl8NtvvFmJjaXVplUrru9va8jFi8DatbSEtGtHz063bsxX6OxDSUpiLsWQkKxPlOA5briBI3QbNODrPn0yLm9iGT9une96yhSWOf3hB590URAEITcTiOJ6LoC7lVKRSqnKAKoDWOfnPnmGu+5i1A9gQY2JEylabr+dCrBsWfojn3iCgtvVx+h16rBIhOF5NirfLVuWcb2pU4ENG1wrYLJ7t1lxxShXbY1RRKRcOQ5otM55lwP++49ZQAoWpBC2x6hRbCMjGZx3RsmSQK9e5mtrcX3kCO9zUlOpQwoWzLx9mTJA8eIU5ydOePjfZcoUpj8BaOx+6y3mgX79dc5r04ai1IMVL7PFhg0U/Y0bM7JZuTI/lNOnnQ+M27WL21WvntHMLniXkBDeFe7caabgs8YQ18ZdLMBBqgA98oIgCEKO8FUqvqkA1gCoqZSKU0o9pJTqrZSKA9ACwHyl1CIA0FrvADADwE4ACwEM1VrnjooHdetSpVWqROExcyYf4RYvzuVjx3Je8eIcQffcc873d+1axsih8TjXeNRrK64NVbpkSdZh2EqVTJG3enXmdBlr17L9+WeGgI2sJ+6SlMTIePfuQJMmUD264x5MQvubkhym4m3WDPjxR94r2MsUYouR9QOguC5fnh/Vf/+ZKfiMILEtSpnR6507PZi0ZvZsU9C8+SYV/2238amDIYaeew7Yvt1cz18cOMDWGIiplCnQnKXky5ePH37fvt7tn5CZ1at519iunfn9YnDLLbyZnzePTxY2bOD84sX5REUQBEHIGVrrXPF34403an9x5swZ9zb47jutAa2rV9c6JSXz8n37tA4L0zokROu9e+3vY+tWrdu21bpDB6137sy47No1raOjeYzjx835yclalyjB+evXc96hQ1pv2uS4r9Wqcf2VK815589zXkSE1klJLrxhB1y9qvWDD2rduLHWHTro1K7d9aZiHfR6NNabb3yQyz1AaioPUaUKPxqttS5blm+hbl22U6Y43v7JJ7nOa68leqQ/WmueN0Dr7t21Tk/nZxqojBxpfADmvFde4bwXX/Rfv7yA2//Lgcx///F7wh4PP8zz9/nnWg8ezOlhw3zbPz+Sq86z4BA5z7kff55jAOu1A00aiLaQ3EdiIkfGffUVI8YDBtAbrTUQF5d5/WrVWFQmPT2zhSMpCejZkz6Gv/4yI8jWREQwMTRghmYPHOB0x458/eOPtJ3ExtKz3bevWdHNOqrdvTvb+fPNeUa0snFjejOyy6xZwObNQJkyuJCSHyv+Vjh2Lj9OogxqXN3M5R4gNJSBvF27zEi3YQ0xqjw6ilwDZuR6166MkeuEBNqmx43LRqfGjmXC7lmzGAl2lh/8v/8YvTaKy/ga47qwHlRZuzbbgwd93x/BNcqWNS9eW159lRf//febhYH69eOTEo8NLhAEQcibiLj2BbNm0aIxaRKFVHg4a3q/9pqp8mwZOZKV/C5cyGjJmDmTA9/y56c3e8sWU+hY06YN238sWQ2nT2du2+OWsaFTp9I/aySP/vlnPvZv2ZKezcGD6ant0YNCvlw5c9+1awOffspCIjnB0oeUVIV//mE65IIFgNZtFPKVKszlHiIyMqOFxPpjL1fOeQpm0xaSMbnOuHG853jlFbM+SkoKMH68C2NG69cHhg3jTVZWDB9OATR0qH+ET79+TLnStKk57wZLdkxngv+332g7ELEWeFSowLEa06bx5r91a34/1K/PAayCIAhCthFx7W2Sk1kgBgAefNCcX706I9iO0l5VqcJo85w5yGA+NgYSvvMO8NlnjHLbw5KOC9stFeeNgiUDBrDIxJkzzCby9NMsuX3vvezrmjVcb/p0Cvibb6aAf/xxc9/lyrEU9n33uf452OPUKSA6GhcvASmpFNZt2lqyB+bLR3HvJawzkzmLWgNmoou9e0Ovi+hr1/jxA7z/Wb6c059+yvR/1qc6x3z4IUdbzpkDLFrkwR27SO/ewOjRGTN+3HADr93kZPvbnDvHJyyNG4u4DmROnuSd5+DB5g20vadpgiAIgsuIuPY2X3zBsuY1a1LYuoNtODU93Uyvd8stzrdt3ZrZAoz1d+1iW7s2o5CjRpmpusqVY1T9zBkOpPzkE1Z8zJ/fvf66S6lSwJUrSEzky8KFgVDjirx6lak+vIR15DorcV2wIB0RKSkKe/dy3pQp1CUGs2dTQxrjwRYsMJOt5Jhy5YCXXuL0V195aKc5pEoV3mE4GtC4bRvbQMh2Ijjm1Vf5NKtfPxHXgiAIHkJ+9bzJuXPMBAEAY8bQDuIuWgOrVtFWcvIkULo0laF1XXB7REdTSIeEcB+WyPW+0Fp4fOPDKPPV6/h6QfmM28TEAJ06MZrdsmXGZceOAU89Rf/tyJHA4sXuvxdb+vcHEhKQeImRzQIFrN5zQkLWBUpygDviGjDvQ4x81//7H18//TTbX3/labKuaG5Etj3CAw/QJjRvXkZV721OnwZ++snMKGEQEuL8et66la0jz68QOBQrRnuSiGtBEASPIOLam7z5JlPvdepkDgx0l19/ZRR6xAgOUNq2jX/uVFE7fhxITMTl6BjUaBmDL7+kPjNSLGeJ1kwP99lnTBr93nv0P+SUvn2B2FhEnj2BaFxGgfzpNF6fOMGBll5M4WbYQvLnN4WzM6yLycybx7FgZcsCH3zABwwnTtApA5iZ9H74gZYRj1C6NP3vaWnMj+4r1q/noDcjcu4qRuRaxHXwIOJaEATBI4i49hbJyfQGKMUwZ3ZLCnftChQqBKxbZ4ZF7VU7sceKFSxpaMkQsvFKLYSG0l5ZuDBtC0YKY6coxdF7YWGmaLrpJvffiy1RUcC4cfgiahiSkA9Frp2m13rYMB7PlcF+2aRWLeDFF3m/EBaW9fqGRvzhB1PzP/UU7aq9e/P15s1sR4/m/dTly9lP/22Xhx5i++23GX3MmzezIo43vM32MoUYPPssHwH8/nvmZSKugw8R14IgCB5BxLW3iIjgYMI//nBcatAV8uWjHxIwM3u4SmQkU/VZjMK7UBvDhgFff21athcscHFfrVpxYJ2BUQUyhyQhCmPj70PPkPkI2fAv02/cd59XhTXA+4X336fbwhUMjXj8OO+bBg/mPQBgimuADxlq1mRlcIDiPTU1e31MS2PA+IMPLLq5a1dacmbPznizNmQIQ/EPP+z5dH3OxHVCAis02lZpTE83B9KKuA4eRFwLgiB4BBHX3iQigtk2csr997OdNs09H3JsLBAWBq0UKuAIviz1Bl57jYsMl4rL4hqgYnziCVZ9c8Wo7AL791OLVamSs5TZ3qZ6daB27VTUrEn7+9dfm6n9WremXR0wg8u33sptjhxxPV334sXcr5F5ccwY3gCMGGFxZYSFMUtMvXrmRsnJZsh8wgRmFPEkRh5re+LaUTq+pCR6bUqVAkqU8Gx/BO9x003MRuPRwQKCIAh5DxHX3mDqVODsWc/tzygIA7gnVqKikFSrIZTWqIxDePGTMtcdJV27Mvi5bBntCy6hFH94ly9nRN0DGBk1jMragUpYGLB8+QXs2gW0b59xWWgoXSyPPWbe+4SEMCkLwIB/Vo6Nbdt4w/Poo8yKuHo182cb+//gA3MQZQa2bs2YDs/TqfqcRa4dievoaIr8d9/1bF8E7xITA3Tp4ji9pyAIguASIq49zc6dVEe1armhWrMgJASYMYOFYUaMcHmzrVuBaQeY7/q+6utw113mspIlWRPk2jVg6VLPdDM7GDbyQBfXAE+DI+v8nXcy66J19P3++xm83bSJGQ4dkZpKe4qRQ3v6dKBtW85/8kn6vAGK9RUrwAh1mzZMT2KkwjMU/9KljnNPZwd3xLW1/yUmxsPJvgVBEAQhOBBx7WnmzmWYsmdPz+aJ7teP5c7LlnVp9a1b6d7YdJUp+x7Z90ImYZgta4iHMcR1VpkFg5GoKDNVn7Vd3ZbRo5nprkIFiucSJWgNqVeP2913H/DCC1z3m2/AMPfKlTgwdh42jbeI6z59mFM6MZFhbwOtudPDh91/Axcv0uKRP7/pe7HGVlzfcgtP5MaN7h9LCAw+/ZQ3RbY+ekEQBMFlRFx7GkuxFt2sOYYM4VgzbxWoGzeOQfJr1zIv++wzpoFLbteFM+xEHm+9le38+f4rohdMkevs8OijzN/955+ZU0WfPctsjaNG8fU33zBivXo1M5nMnWuO6xwyhO3s2cDVjrwruvrzfIRvXscFTZvS6wOYVTzT05kXsH17nmx3T3KhQsCVK4xe2wvZW4vr9HSm7du7l2kDheDkl1+A778H9u3zd08EIXvs388vzyNH/N0TIQ8j4trT7NwJAPjzeB2MHw+MH+8d24XWwOuvs1KgvUxoRqCy54u1Gek0yppb0bgxo6THjpnj1nyJ1sHjuc4uRYsyswhA24jBpEmMVL/+Ol0cTz5JuytAy+v772e8H6pSBWjRglr317NtkBxZAPXSt6EediBNhXHwqiGup09nGxJiZuvYtYs/OoB9kb1zJyPPmzZlnB8S4tjnHxPDQa4jRnDfFy8CZcq4/HRFCEAkY4gQ7Lz7LusxeHr8iSC4gYhrT6L19cj1s9/Uvj57zBjPHyouzhwzOXdu5uXHjrEtXx70F5QqlWmdkBCgGS3ZDqtYe5MTJ4BLl4Dixe27DnILRtR52jTqz8RE5si+coV6eNkyYOzYrPdz771sv58SiaUhzEIzDB+ha7F1SI+I4sDXIkWQwVw/ahTD4YD5Y/Puu4xmW9/1PfEE00befbfrbywkhJWIXnjBDMs3aeL69kLgIeJaCHbKWyoPGz+CguAHRFx7kmPHgMuXkZi/JLafKI769Zk4YeFCM+2vp7AOMM6bZ6ZvA6jxDctkhQrO99O0Kdv16z3bv6xIS8vdfmtratSgvr1yhUHlCRNYuLNlSz51aN/etRpDd97JrCWLFwOzrtIa0i3fcvx5thFvjqKigL//pv/aIDISGDSI04a4njqVPuykJHM9yxOX66MnAY6gbNyYF1hWGOL6xhuzXlcIXERcC8HMxx9zbBIg4lrwKyKuPcnhw9ChodhwtQ4AeqKNhAl206jlAGtxfeYMa8UYnDsHXL1Ky2yhQs73Y4hrX0auu3Wj5rvzTr7OrZYQax5+mO3XX5tl54cPd28fJUpYFf8BDfPtUv5EJJLw66+WlerVMx9HGBgbLV3KwYY7dtCvcvPNvMs5cQI4dYoDF43I85Ej7OymTSzn6Yi9e5nIe/JkvpbIdXAj4loIVpKSgNdeY6pYQAblCn5FxLUnadsWrz13BXelT0W/fsyW9swzfHo+eTKr+3kKQ1wbv4XWtUMyWEKywBDXGzZkjH47Yvp05l9OT3e9r9ZcuMBIflqaaWvxRCX1QOeOO6hRN2ygH75GDSaUcRfDGpJWsizSm92EpOoNEIFk57Vjypal9/rKFTPtiFIU4iNHmpGeVq2A8HD+KN1zD/0rffvyQnbEl18yk83Jk3wtkevgRsS1EKwsWcLvLGMUuESuBT8i4tqDpKcDP06LwCmUxhNPcF7VqiyPnZIC/Pij545lFOV76SW21r5rVy0hAKOhFSsyJbdh03BEUhLwyCMsEmid7c0dtm1j27Ahp//+2/US5MFMdLQpjAE6LkKy8d/Xrx+DM1OmACG/zUH0pPEILVIIu3Zdr3Jvn+++44+NcXE88AAzQqxYYUZ62rVj+pKKFXmCixbNulqfkTGkShWOwpRMIcFN+fJM6ZjbvVpC7sN4fPfUU2zj4vyXBkvI84i49iArV1K7lC+fsaiiMb7MyJCWU86d41P76GiW2y5ShMLYEFfuRK4B80l+VtaQRYs4ABGwFDPJBoa4btSIgdPWrekjzgs88gjb0qWBAQOyt4+wMOCNN4BOnQCULInwxvWv5yt3Gr1u2pT+oX37eEf1yiss/bh+PXMxAjR/W5dW/+STrMWyIa4bN2b+QCG4KVWKA0SmTfN3T0hSErPRXLjg7554l4sXs45uCI5JSzO/AO+7j4GBpCSoc+f82y8hzyLi2lNojZo9a2AF2uKBvpcyRCU7d6aOWbWK36HZYds2Jn64fNmMWjdoQO+yIa5++42tu+LaVd/1zJnmdHbF9datbBs0yN72wUxsLPNdL11qPrn0BJ07s81yUOrcubxg+vblHdmNN/JH6Y47KGCaNKFXpV8/1nJ35Q7AUQl0QcgJp0+zHTkS+OAD5qG0HoCbm9Cad95Nmrg2eFjIzMqVDB5UrcoAwaZNwOXL0MWL+7tnQh5FxLWHuHb0FEol7EMDbEW/BwpkWFakCH3Fqam0hWWHBx9kxPKtt0y/daNGbI3xaitXsjXEtSu2EMA1cZ2UlNF6snq1Wa7bHYzItZF+Oa/RqRNQu3bW67lDtWpssyzCWKsWk2cbPhyjZHpUFPDee0BEBEPjM2YwKbcrKUwMcb1mDVOgCLmDc+dcu4O+fNl5wZnDh3lH6e6xy5VjOp0hQzi9e7fvUxr5is8/5/+cUkD16v7uTXAyaxbbvn35OVasyEe7guAnRFx7iH8nMpXZkeg6qFc/syjp1o2tvYIv9jDsFwATPBi/K598YkaoY2PZGrYOo+q0Yat1NXJtjEHbsoUFTezxxx/sU2wsB+Ndvpy54mBWaG2K67wYufYWlSqxPXQoixVvu4217o27qXbt2Gb3MQSQsWBMdu62hMDj/HmgZEkmYb961fm6s2fzC+Gxx+wv37yZj1YM65ErzJ7Nayl/fnq/jew3ufHpyOHDwHPPcfqzz1imNTvVVPM6sbFA8+YU14IQAIi49hC7Z7N4jKpbx+5ya3Gd1ffmxIlMoffpp3z9zTdsIyNZ6tzQQkbkukYN3qQfPcoMHO7aQgoX5m9YcrJp27DFsIT065d9TXbkCAV6yZL8EzxDmTIMOp85w8HyDomOzlj20RgYsGZNxrs5d8iXD/jwQxamkZOaOyhalI+WkpLMx2GOmDSJbcOGFOW2aYSMxynujOY2Kowag1WMpyOeTLcUKKxZwxuJbt2A++/nl//vv5vVVAXXeOgh4J9/zEjTb78B7dsjX1YDsgXBS4i49hAhexi5LtvJ/jP/2Fhqj7g4s16HPdLTaf0AmAd53TozhfDMmcyUBtDDbVgrQkPNKPb69WaAx8iq5QpGMNNOlXRcu2ZaQnIirvOy39qbhITwKSjAGxiXKVQIePZZoEePnJnAhw8309YIuQPDa+ashPTJk6xoFB7OL6oyZfil8P775qO23r3Z/vZbFnd+Fs6c4aCEsDCzGJLxdCQ3Rq4NS039+vxHNqxay5b5rUu5goQEYMUKhDmKFgmClxFx7QHOnFGodJWR6+Jt7EeuQ0L4lBVwbg2ZPx84cIDTycn06F66xBTEt90GPP44l9WunVEPNW7MdsECertLlnRPLxm/pZ9/zu2t+f13DsRs2JCWQENcr1yZeV1n5HW/tTcxAtJZWkNs+d//KHyMuzZBAIAuXdg6E9fTpjEacOutHOBx7RrToL30Er8k4uN519eyJe0l1oM2HPHzzxxk26ULUKwY5+XmQbOGuDa81h06sF261D/9CTbS0/nUbMuWjI+ELY9tQ3LjNSMEBSKuPcCunaGIxWYAgKpfz+F6hrh2Zj8cO5bt66/z98oI9gwebM6/6y7g1VczbmeIayMbkauWEIO77+ZA6717WR3bmu++Y2skjyhXjmmNL10yM5e4gkSuvUe2xbUg2KNVK9qItm83Re2pUxyZ/dVXfG1YQu67j4NkleL6APDyy0BMDKf792dr+8ViS2Iio94Av5AMatTg3b/xeC43UbIkRyQbZWo7dmS7fLn4rl1hzRpea7YVuSyj+UNyo5VICApEXHuA3ds1XsJ7WFLvKadejK5daVFdvtyM4lqzbRuzieTPz8qO33/P+cWKmeM0ihZlwMgoHW5giGvDFuBqphCDsDCmPgZoSzEi0sePMxoeFpYxM5vx9NIda4gMZvQexqDGLDOGCIIrREaaUVQjE8PUqcDataYn2BjR3KMHI9TG46+mTc1KoAC9ZCEhjII7yzu8axdHSjdqZApygAPVFi7MnXnU//c/Rq+N8Q81azK3/KlT/DwE5xhPQ4wsIQY33AAohZCTJ917vCoIHkLEtQfYsTcfxmMIdg0Z6zR9WdGiHHcBcAwYwGDNe+8BTz5pFhkZNIjp+zp2pBBftizrrEJ16nBQm4G7kWuAAaiqVfldbwSZJk7kk7eePTOOV2vRgq2rkeukJEbFQ0I8n4pOkMi14AUeeojfZ8ZFZQxKHDDAzAf62GOm/2z0aC6bNi1jZahSpehvS0lxbjNp2pSCcvr0vFNZyhalzJsaR77rK1dEMBqsXcvWiPgbREQApUpBpaUBJ074vl9CnkfEtQfYtSsUgGte4uee4wDEqVOBgwdp8Rg5kl7ntWspPp980ly/XTvXIr3h4RnXy464Dgsz7SbDhzPv9YQJfG3cFBgY1ZGdlty2YtcuWilr1GD0XvAsErkWPE6vXswv/cknwI4dFNSFCzNS3bcvszOMGWOuX68eBXiVKpn39e679IVZ2z22bKG3ul490ysXE2M/1/OFC+zDtWuefIf+5fJlDryz5bbbWNjAeDxozbFjfDpavjzwzjtMD5VXSUszB84aI/KtMX4EjfRZguBDRFznkPR0oM32b9APM1C/ctaj4StVoqBOS6OtccECoHhx4OOPmXrvzz9N4eouhjUEcN8WYnDvvQwCnDrFcUj79/MJm/HE18Do4549rlkDjSwkYgnxDhK5FjxOSAjvhgHgp5/Y3nUXI9VK0a7haqGOJk0YfTCe7J0+TZG+eDFF86lTzre/6SaK8NyUom7OHD6iNIo6GfTvz4Eudetm3uaGG+gxPnmSPr6qVfOueNy9mzcoFSvaTwPauzeuPvAAHxkLgo8RcZ1DDu5Lw9spL2IG7kKxyMsubWPYEU+epLVx7lx6rJ980nwimB2sxXV2ItcAo9e//85ItfHkcdAgRtutKVGCvwsJCWalYgOtGdCyHvBu2DZvvTV7/RKcU6IEdc6FC/wTBI+RlsYS5EDGgRfZZfZsCse4OPrLtmwx0+45IjfmujYyhZQu7fo2ISFMn7l4Mf11CQn0DuZF1q1jaxQZsuWll3D5ww/Fhyj4BRHXOeTwH3tREIk4HVWe3kIXaNiQ6V9DQzngvmVLz/TFE+IaoF3tm29YAfuOO4Cnn868jlJmUMvWGrJwIW0l/foxsHDqFAc+hofzSbPgeZQSa4jgJYySsAUL8nFbTvjuOwrp+HiKylmz+DirSBHn2wVjrmtbX/QXX2SMMtum4bNGa3rPu3UzCzwZlhilgJtv5mNGwPS/5zWSkngNORLXguBHRFznkMRl/wIATpVv4tZ2U6fye9aT1Vrr12ddkKJFWc8hJyjFsUqzZjEqag9ra4g1RjXHc+c4IPKXX2ifueWWrH9Dhewj1hDBK/TsCYwfzztkJwO2XaJfP94FRkTwi8IQzVkRbJFrreknNx7rzZ0LDB3KTCjGIz3D4mJPXCsFjBvHSMXkySx6UKsWnxxcvMh1jBK9Gzd6970EKo89xuvhmWfsL79yBaFbtnDwkCD4GJ+Ia6XUBKXUaaXUdqt5xZRSi5VS+yxtUatlLyml9iul9iilbrG/18AgYhsHVKQ0tDOgwgmRkTkXwLZERfEJ4dKlmW0c3sBe5Do5Gfj1V/P1Rx+ZmUf69fN+n/IyRuQ6WMT14cMck2VrKxICjJAQpjIyxFxOKFSINpCDB830c64QbJHrzZuZ7ePZZym0W7ak2D57lpH7hAQzcl2tmv19GBXDhg+njebwYQrpggU53zgfO3fm3ZzYSjnOLLN5M4refDNvagTBx/gqcv0DgK4280YAWKK1rg5gieU1lFJ1ANwNoK5lmy+UUj6QitmjbBzvigt1dC9y7S0aNfJdrQV7keslS4Dz52lzq1yZ1Sb//puBKts8/4JnMSLXwWALmT+f1+orrzAZhZCHKFTIjES7SrBFro3Hd4UKUQDGxHD0eps2FNbvvcdHewUKOPZc9+nDAYuJiWaU++WXzacHZcrQEnLsWM6fKAQbFy+adhlHBNs1I+QqfCKutdZ/AbCtHtALwETL9EQAt1vNn6a1vqa1PgRgP4CANFVdvZiCmkmbAQDlbg8Mce1LjMi1tbg2flPuuivj0zqxhHifYIhcJydTH/ToYQ68NMYlCYJDgilyrTUwYwanrat9hYayNDxgDhCtVs2xMI6IYMXLffsYCd+xA7jnnozrxMbyMWhe44cfmBby5Zcdr2M8Gj55koNyBcGH+NNzXUprfQIALK2RS+cGANa5heIs8wKO/atOYQ9q4kB4LUSVyXvpfgyr4IEDHLuTkmJaQvr1Y6pWQ1DbVpQUPI+3ItdaM9/5zp3mvPR0YN484OhR1/ezcSMzsr37Lp0Gw4Zx/oYNefeptuAi9eqxAI1RyCaQ2bSJX4qlSjFSbU3XrmY+0n79GMF2RlQUBXjDhqwUJpB16/il4WzkfkQE0mNiKKzFeyb4mEAsg2XvNt7uT69SajCAwQBQrlw5xMfHe7NfmTiYXAAv1FiPWtUT8Z2Pjx0o3HBDUfz3Xyg2bDiHw4dDcf58YdSsmYqSJS8gKQn45JMIrFgRjg4dLiPYP6IEewUfAohChRSA4jh4UOPMmbMee1K8Zk0YHnqoCMqXT8M//5xHRAQwdmw+vP12foSEaHTqlIJnn72CJk0cV42bMSMSTz9dAKmpCpUqpWHs2Eto0SIVkyYVw5kzIVi//hwqV073TIdzQKCf4zyNkQ7JA18k3jzP0RMnIhrA1VtvxeXz5zMtj3z8cRR89FEkX7iAi02a5Oj9hO7YgfyvvIL0UqWQ+NVXOeh1cFF09WqEAjhfvTrSnHx+BUuUQGR8PM7v3Im08HDfdVDwGYH6ne1PcX1KKVVGa31CKVUGgHFrGQfA+na0HAC7pimt9XgA4wGgSZMmOiYmxpv9zUSvXvw7cyYVvj52oFC7Np/UxscXu24JufvusOufx8CB/ANyR1nGQD7PxYuzlsLp0woXLsTYTUKQHQybybFjoViwIAb9+jGRAQCEhCgsXhyB1asjEBdn3/rzxRfmmKLHHwc+/DAU+fNzxWbN6L8+dKiY3SJr/iCQz7HgOVw6z2vXAt9+S4+bvaIutmjNRzoA8g0ciHz2jvHQQ0CZMojo3h0xOR15Xq4csHIlULo0ovLKdbt2Lb+UihZF0bZtmePVAcllywK7dqHolSv0vQu5kkD8zvanLWQugIGW6YEA5ljNv1spFamUqgygOoCAdmXmtbEk1hi+60mTgJ9/5lPMRx7xb5/yKkqZaYj//ttz+922zZx+5x3gww85aLVdO44Vat6c+cznzMm87aefmsL6ww8pyvPnN5ffeCNbo4qxIDjkyy/pNbPN/ekNLl9mpo8WLSiuhw+3v94PPzBfabrlqUtiIr1PVas6zoYSFsbR3Z5I6VS5MgdNnjzJv7zAp5+yfeQRp8IaANIN37UMahR8jK9S8U0FsAZATaVUnFLqIQDvA+islNoHoLPlNbTWOwDMALATwEIAQ7XWMhohQDEyhkybxvbpp91PBCB4DsPi6Ulxvd2SQDNfPvq5332Xr996iznQjerN06dn3O7PP01f9Zdf2tcnTSzjgDds8Fx/hVzKvHnA99+z7LW3uece4OOPeccaGgpcvWoKaIO1a3nx9+vHVHvbtzNN3vTpvAHwRT7UkBAzPVReKCZz/DgHi4aGupRi78qzz3JA6MCBWa4rCJ7EV9lC+muty2itw7XW5bTW32mtz2qtO2mtq1vac1brv6O1rqq1rqm1/t0XfRSyhyGuARavefFF//VF8Ly41toU19Zjr7p0MY/Vpw9/6xYvZnYxADhyBLj7buqRV18FHn3U/v6NyLUMahSyxLhr93bGkHPnKOTDwiigT51izuoQm5/L+fPN6Y0bmQrHwBfC2sDId50XxPXatfxse/cGKlTIcvX08uU5IDQqygedEwQTqdAo5AjDFgIwy1TRvJc0JaCIjWXq3AMHgBMncr6/o0f5pLtUKeCJJ2g7DQlh1NqgRAmgY0dmjJk9m0/U+/ZlvYyuXYHXX3e8/7JlmeY3IYF9FgSHGOn4vP2I/48/eFfYpg0frRQvbn+9hQvZzpjBhO3GoBNfY4jrzZv9c3xf0rs3EBcHjB7t754IglNEXAs5okIFVuWtW5fiS/AvYWG0iQKeiV4bUet69RgwWrqUv+HNbDLPG6kWf/yROazXr2fe7cmTsw7iiTVEcAkjUultz3X16sCQIcC995rztGZk+OpVvj5zhhd5ZCTQvTvw2mtZp9XzFkaKPl/YZQKBmBgzqX8WhJw4wfP48MPe7ZMg2CDiWsgRoaEUYBs20JMr+B9PWkOsxTXAbCT162der3dvCvu//gKWL2f9hkWLgGLFsj6GDGoUXMIYILhiRWb/sye58Ubgq6+Y1cOgd2+mAvzjD74+fZqjhzt1AqKjvdcXV6hVC3jsMbNcem4kOZmj5lMdp/u0h1YKmDIFmDvXSx0TBPuIuBZyTGho3iwSFqgY4nrlyuxtb+19thXXjiheHLj5Zk6XKsUIt7VlyBkSuRZconp1+q7PnGG1Ql/SvDnb2bPZ1q3Lu9fffvNtP+xRsCDzXToa2JAbmDABGDCAAzzcQJcowR+oM2eAa9fcP25aGjBxIj1uguAGIq4FIZfRvDkzVG3ZQi+zK+zdC3TrxgxikZFA584MDroqrgHg7beZZGHZMgbTXMV6UKM3A5JCkKMUcMcdFFjeulBmzwZ++skcmWvQuzfbn3/moDoD20GOgudJSuKXCwDcf79724aGclAHkP1UhVOmSH5ZwW3km0EQchn58jEarDWwerVr23zxBcdnHTzIMvZ//glMnQrs2sXlrlRevvFGeqxr13avv2XKcKzaxYsyqFHIgrFjKXAbNvTO/j/8kALO9rFPrVoU9omJwE030WMdSHeCcXEcULlmjb974nm++YYZYho0cDtyDcD9gbDHjjGRP8CI9z//MIl/XJz7xxbyLCKuBSEX0q4d2z//dG39f/5hO3myWX3xySf5JLViRdap8Cbiu3afy5fl996jxMczKh0RwfQ3tkydavqw33qLRWYChTlzOKp4wgR/98TzfPcd29dfz96TAkNcu5LC8fBhoG1b5hq9cIFR7y5deCNl9EMQXEDEtSDkQm69la2lErNTrl1jIgSlmPhg8GDmLzeCN65YQnKKtTVEcI277mIK3/37/d0TH3P5MkfLHjni2f3+9hsf97Rrx3yWtoSHM4r6zjtA+fL0QAUKhg/LeNSUW7hyhd60kBDm9cwOrkauDx0C2renwLZOcfTYY2y/+cbtAZVC3kXEtSDkQlq0YM7xvXv55wyj/kWdOkDhwsz68c475nJfiGsZ1OgeR4+yhsm1a9SZeYpnn6XQMsrCeoqff2brzHqgFDByJE+AbT5Kf2J4sXJbOr4tWziosG7d7GdladoUuO02oFw5x+scPEhhfeQIbT+LFgFFinBZhw4cnf3ffxkLBwmCE0RcC0IuJCyMAxSBrH8PDEuIkR8boL4wtEPjxp7vny0yqNE9rHXlqlWZl2/cyKcXWd1YBSUdOrBdutRz+7x4kSVGlTIHLwYTZcowa8jZs7S35BaSkzlC20jDmB0eeICp+BzdNB04QGF99CjL2C9axCiDgVLMew4wRaMguICIa0HIpfTowTYra4ghrm+6yZynFPDrr3wSescdXuleBkqXZpa1S5fyoM0hG0yebE7bS7n4+uvA778D777ruz75DENc//03R996gnnzKOTatGEuyWBDqdxhDdm5kxfv5ct83a4dv6C++MI7xzt7FrjlFg5ibNWKo7rtDTAZOJBe/EWL6MUWhCwQcS0IuZRbbqF18K+/nKfksyeuAQbDHn446wqLnkIGNbrG9u3A1q18al24MHXB0aPm8vPnTavIL7+YRQXdJTXV87Zmj1CqFM3mV69SjHmCQoUYtezXzzP78weGuA5Wa8i+fYwgv/km8Omnntuv1sCpU/avlUKFeLPWuDHvRgsWtL+P4sVZQOj4cdMuIghOEHEtCLmUYsUYjElNNQvL2XL8OIVZoULup9DzNOK7do0pU9j260c9CGS0hvz6qxnQvXQJWLAge8d59VVWmV62LLs99SKevhPr0YMf4tChntmfP6hd2yyYEigsW8Yc0VeuOF/vxAlGA4y+T5vGAQW7d+fcJ3b+PB+NGf8s1oSHA+PHs6ysI2Ft0K6dmTNbELJAxLUg5GKysoYYUevmzf1fD0Mi11mjtSmu77nHtKJai+vp09k2aMDWWP/991m6/sQJ1441Zw7bffty1mev4K07MaU8uz9f8tRTFLEjR7q+zZ9/As88A4wezcccSUme609aGlMaTpwI7NnjeL1jx5ju7tAhDj4sXZpPJlat4g1Dq1Y560fRoqyMlZAAbNtGsf3gg6Y3XamshbUguImIa0HIxRgp+RYvtr/ckSXEHxjietMmGdToiPXradW44Qam4zV0h+G7jo+nXgoLY6FBpTig9dtvgZdeoqXEEM3OOH3atO5m11biVYyL5dixnO9r+XJWW8oquhro5M9PX7A7HDjAE/3CCxxc4UmTvlEavkIF50V/Vq7khVmzJi/Wo0eZucUocZ/TR2pKMdsHwDvO6tWB7793v1z81assMNS0qXxBCVki4loQcjG1a9OXe+KE/RoKgSSuS5VitqxLlwI0WhoAGPae7t35pKFpUz7Z3raNgblffmHA8OabqSPatePTdevqzf/+m/Vx/v7bnA5Icd2yJX20hoDLCc8+y7uUzZtzvq9AQGv+ucKQIRxYcdddfG0v9Ux2MXzTTzzh/LFY//4s0LJ6NVCiBC9owHwqYdxI5YQ5c/he8+XjIMa6dYGPPnJvH1FRvHNdv16+oIQsEXEtCLkYQ4ABwLp1GZdpzSgxYK7jb4x+2PMJX70KzJhhFrfxNOfPAw89VPC6jSIQMZ5AdO7MNjqaY7HS02kdNZIqGFqpf39zW8NJYXsd2GPFCnM6IAO6kZFAyZI53096ujkA0N+DDjzBAw8AMTHu3Sj06weMGcPpTZtcF+bO2LaNfuv8+Xnh/fAD7/oMtM5oQXnwQQ4SMUhJoZ0EMC/cnFC5MtPoxcUBs2axTHyFCu7tQykzCmFEJQTBASKuBSGXY+Srto1YxsUBiYkMFpUo4ft+2WPQILZjx2YshhYfD3TqRNE4apR3jv3++8DcuZF48MHASbiQnm4OTkxMZHBPqYzVuQ3f9QsvsOZG0aLA7bdzXr9+fCJg1MUIC2PShMRE58e1FtcBGbm2JieP6I8e5RssXZofXLBz+TJw7hzFbVbs3s3UcydP0mdUvDjvMD1htfn8c7aDBgH33UfRb/1PtXgxBa+jkuLWA0uNwQOeoFgx2l+y67EWcS24iIhrQcjlOIpcG791RgavQKBHD9ojjxwxC+YdPEgXwJo1fL1kieePe+qUqQeuXWMgzTrQ5guWL2cfDDG7fj1QsSKL+yQnM6ViSgoDedZBvr59+YSiXDnguef4u29kCytalPrx77+5Tf361KIbNzruh602C1hxPW8e/bM5yfBhGMtzQ9QaMMupbt+e9bqTJrHS1LhxvGNr1IjzjcdZ2SU+noZ/gJYQ6wpRAKPWo0ZR1DsqeNO3L9vSpWnlCBREXAsuIuJaEHI51pFr6yBfIOqKkBBg2DBO/+9/7HOLFrQ4NmxIN8COHRSAnuSDD2h/aNs2GWXLUsh/9plnj+GMU6d4Y/Hkk7R5jB3LlL9xcdQk332X2RJicNNNLDB45Aif7htjtwwiIhixBswbLWe+65UrMzoDAlZcFyzIikM5SS8TiP8EOaF+fbauRq4B8+76qaeAH3/MeVn3s2d5Ed96K/dtK67//JP/YMWLO74x6tKFN09//ZWzvniaG29kusOtW81CN4JgBxHXgpDLKVuWT30vXsw4DicQI9cAB+QXL04B2Lo1M1d07szfWeN335Pjro4fB778ktOjRl3G119zeuRI7/m7bXnnHf5Wh4byvDzzDF8b7/ftt1njAsgsrgFaW11JpejIImSNYQmpUoVtQHquATPSunUrQ/vZwSgsklvEtRG5zo64vu02YMAAVo/KCTVr8lGJkRPSWlwbUWuAj1kKFHC8n+7d+WQikMifnzaV9HTJGSo4RcS1IOQB7FlDAjVoFx0NPP44p5OTKbbnz2ehG8NfbK/kd3b58EOOrbrjDqB+/TT06MHA29WrvqkkfegQx1opxafNI0bwvb78Mj3WsbG8Adizh59NixbZP5Yji5A1hrju2pVtwEauCxVimD452TUbhD0OH2YbaP8E2aVKFdoo/vvP+Z1haiqwdy+na9b0fD+UMoWzdY7NX3/lRR0TQ8tIMPLgg8BrrzFiIQgOEHEtCHkAI2JpLaoCNXINMHLbuzcHGf7wg5mdq00btp4S14mJwIQJnH71VXN+pUps4+I8cxxnjBpFL/V999FP/d57wIULjFaHhrIatEG7drTGZJc6dSjQDx2yb3dNTKQGCgszB00GrLgGzEwS2Y0iLl5MU7q96n3BSGgoTzLg/Ibj0CFedOXLZ4weT5pEb1J2HtlcugQ89FDmqHlMDDNzXLkC9OnDea++GryFW554AnjjDRa6ATiA4cIFv3ZJCDzcEtdKqeJKqQFKqRcsr8sqpcp5p2uCIHgKWzvAhQscT5Qvn/sZqXxBsWLM2fziixmL5rVowdf//usZ0TdtGjVBy5YZ61yUs3yreSJxgjPmzOHYr/Bw/l4bWL/nHj3M89elS86OFxbGqDxgX48aBXwaNKAmAgJcXLsSineGUhSYgTRoLqc89RQHKRq+HoPz53m3apQVBzLfWX/2GUfVupvz+8wZlgydMMF87GSNda7qypXdL+ASqIwaxfdm5PQWBAsui2ulVDsAewDcC8CI8VQH8KUX+iUIggexfjKbnGz+ttas6f+y5+5QpAiFX0qKa8VQsuKrr9g+9ljG+eXLs/WWuNYa+OQTRue1Bp5/nprDHkrxJuCtt1gHI6cYQt1ewgNDcN94IyPcQICL6+bN2a5d699+BBL330+Ba2tbCA+n5+eTTxzbYQwfu7W4PnuWHiFH1RsXLqTXe948RqNHj868zjff8J82NZXpftytJBmodOjA9qOPJHotZMCdn9VPANylte4KwMhAuxZADocWC4LgbYoUoZBOTua4okD1W7uC4bu2riKYHf79l59FsWJm5i8DI3LtLVvIu+8yK4rWtH+8847z9StXBl55xTMBVkOPvvUWcOedGTOvGeK6SRPzWAE7oBGgGHz9dbMIijtMmMDtx4/3fL8ChbNnGakG+A+zZg1T0QwZQjH4yisZ14+NZWt9UUyZwiTpL7+c+Z/u5ElaPU6fptDcts1+udfixfnYJDTU8V1kMNKuHd93QgI/V0Gw4I64rqS1NjLMGomakgGEebZLgiB4g1tuYTthQmD7rbPCU75rI2r9wAOsbGyNNyPX+/aZFpDJk6lZrG0g3qZPH5ZDDwkBZs7kzcp//3GZPXEd0JHrqCg+mjcubnfYtIkR2oQET/fKv6Sns5Tpm2/SA92gAd9r1668sE+coGAuXDhz9ShDXK9dS78UQA+2IYgHD85YWfG993iB9OjBFHsVK3r97QUcr7/O9uOPPZ8jVAha3BHXO5VStt9gNwNwIeePIAj+xkgpO2mSmcoumCPXCxcCrVrxiay7KWcTE4GpUzk9eHDm5Ya49kbketgwPiF/8EHaVH1NWBiDtYcP87O8coXe74QEJpCIiOBT/qAQ1zkhmB/fOEMp+pxef50n9sQJlulUiv4jgJF+e2XOGzTgBbB3Lx/f/Por5+/cyUdfu3eb9pCzZ4Gvv+Z+3303uPxlnqRdO47+TUhgRcqcVAwVcg3u/Dc8B2CyUmoigHxKqa8B/ABguDc6JgiCZ6lRgwXZkpJMcR2MkesbbuCA/chIZvV67jkG3Favdn0f69ZRNDZunLnoCsBUv0pRlxjlxz3B/PlmWkFHFlZfccMNwMMPc3ruXLNqY8OG1FdB4bkGWIHno49YdcgdDHFtZNfILShlFpMBGMEuW5bT/fvz7mrHjoxlPg2io4HffgPatmXk2ig9HhVF3zTAaPWIEZz399+swGR9vLzIt9/Se/fbb5wW8jwui2ut9T8AGgDYAWACgEMAmmmtPTCsSBAEX/DUU+Z0SEjg1Whwlc8+Yyq5GTP4u75/P+0iX7o4vNoYzOcoA1t4OAW21hTYniAlxaw+OWoUg4n+pnt3XgdLl/IPMLPbBYXnGqB3+LnnKK7tRWPtoE6eZPLwqKjcaWUwisk0aJAxn3REhDl619reYU2XLhz4eOBAxowjbdrQw5SaygIxYWHM1jJc4muoXJlpfwYOZE5NIc/jTraQSABntNYfaq2Haq3fB3DKMl8QhCCgSxczUlu5cmavcTBRoADQrx8HJr7wAp/GuhoNNsS1vbFXBp72XU+fTr91jRqBUz8jJobWmpQUZmADTHEdEcEgaEoKkJbmvz5mSfXqjBqeOJHZx3P+vN3H9FFG9cCuXTnILrfx+ONMRTNpEkWwNe+/Dzz7rFny0xH2Bh6+/Tb92N98k7OE67mRHj2YlN945JObSUpinlTrga9CBtyxhSwGcKPNvBsBLPJcdwRB8CYhIRyfBJhPfIOdyEhm24iIoLYyxmE5QmvXxLWjXNdau28V0ZqVIAE+UTeK4gQCvXqxNTKJGeJaqSDxXYeEmPkFrVPyzZnDxwMvvJBx/fR0RE2axGl7hvvcQJ06TBRvz64RHc0of/v22dt3s2bAzTfnqHtCkPPaa/xCy0m52FyOO+K6Pph6z5p1ABraWVcQhADl0UeZKcNeOtpgJSzMrOJsZEJxxKFDrHkRE5O5zoY1jgY1fvqp6fd2lUWLmKWsTBn/DGJ0Rs+e5nRUVEYLctD4rm3zXSclAbffzrsgW7uIUrj09deM3ua0Ko8g2DJ4MKs3ersClT/56y+2gViBLEBwR1wnALB1CZYC4OY4fUEQ/ElYGNPcVq3q7554FkMU7tzpfD3rqLWzFHj2ItdaM+OW1gwMuooRtX7mmcB7ml69upkwo1GjjC6CoPFdG+J6xgwWM4mKYhJzg4MHzWmlkNq4MUV3brSECP7lwAH+5VbLhNZmxGH2bP/2JYBxR1z/DGCKUqqeUipaKVUfwI8AZnina4IgCK5jCEQjCYQjDHGd1RNNe5HrNWuAI0c47WrF7fXrgWXLWLzOExUWvUHv3mwNjWoQFLYQgNktqlYFjh5lvmWAqWDuuIPTxmhNFwc8CkK2adyYbW4V14cOMTF+8eK5L42lB3FHXL8MYBdoBbkE4B+wHPrInHRAKfW0Umq7UmqHUuoZy7xiSqnFSql9lrZoTo4hCELuJzuRa2fYG9Bo5MYGGBhNTUWWGIMsBw9m3Y5A5KWXmFFtpM23edCI64IFKWY+/RR4+mlzfseObJctYzt6NNCxI8Lc8fQIgjsYJeRzq7hesYJtvXqs5LVvn3/7E6C4k4ovSWs9FEB+AKUBFNBaP6G1dpDPJ2uUUvUAPAKWUG8IoIdSqjqAEQCWaK2rA1hieS0IguAQI4jiTFxfvcrfPKWYRcwZtraQ1FS6DgB6ka9cyVrIb9nCJ6dRUcwWF6gUKMBxf7YF+4LGcw1QYFtXEwRYmhpg5DolhTkcly2DcrfqkCC4Sm4X14bfev16FtCZONG//QlQnIprpVQlq+kqSqkqACoDKAigstW87FIbwD9a6yta61QAKwD0BtALgHHGJgK4PQfHEAQhD1C9Oi20hw45FoObNlEk16tHLeaMMmWYiOLUKSA5mcHP06eZSu+227iOMX4uMZGZzb76itnKDNH95ptshwzh/oKNoPFcO6JWLWDsWPqwf/mFHp+aNZHSqZO/eybkVmrU4F3p0aOsYpnbGDMGF76fja+LWx5zZeXDy6OEZbF8GyikAWA/AA3AdgiQBpDdUSHbAbyjlCoO4CqAWwGsB1BKa30CALTWJ5RSJe1trJQaDGAwAJQrVw7x8fHZ7EbOSEhI8MtxBd8i5znwqVy5CPbvD8PatedRr17m5MwzZkQDiEZsbBLi4xMzLbc9x6VKFcWJE6HYvv0cvv8+GkAUevW6gkKF0jF9egH89VcSevdORN++hbBiRcT17d55R+Oxx67il1+iERmp8fDD5xEfH3xlkUNDCwGIwKlTFxEfn+zv7mQPS3qWwo8/jnAAiQ89hIRLl/Juue48hL++swvXrYvwf/9FwvLlSGnXzi998CaTLnTCxKMVMQQvI3XbNlzwk/YCAvd32am41loXtJr2+DeR1nqXUuoDMId2IoAtAFxwMV7ffjyA8QDQpEkTHRMT4+kuuow/jy34DjnPgU29eqzWePJk0UxpfJcsoSsAAAYOjEJMjP0KOtbnuGJF1ibZuLEYfvuN8x56KBrGb8nWrVGIi4vCihVA/vzA3XcDCQnArFkKH39MT8WQIQr16tkpNR0EGB7x8PBCCOpLf+1aVhsqUgQFHn8cSVevyv9yHsEv53nwYOC221C4YUME9z+OfRISgD2oiXQohB46hJjChf2avD8Q/5ddEsxKqVCl1AFvVGPUWn+ntW6stW4L4ByAfWDlxzKWY5cBcNrTxxUEIffhaFDjkSPAXXexWN8rrwCuugKMQY2PPkrrR+/ezKfdqBEtKNu3mwMWH34Y+PZbYOZM2hCjo4FChVjILFgJKs+1I1JSzNGrDz/MuyBB8CYPPwy8+irzXecmXnuN5d03b8ZVROMIKkKlpjKiIWTAJXGttU4DkAYgn6c7YFg+lFIVAPQBMBXAXAADLasMBDDH08cVBCH34WhQ48CBtD/ecgswapTr+zMGNaalUZ8Zhf2io1nhMj2dYlops/IlANx/P3D4MLBjB1C2bHbfjf8Jes81wMTd9erxzVifJEHwJUlJFKfffuvvnmSf2bOByZNx4T8OCN4Fm/ynaZmteHkVd6wenwCYrpRqp5SqagxmzOGARgD4WSm1E8BvAIZqrc8DeB9AZ6XUPgCdLa8FQRCcYkSurcfYXLrE7FHh4cCUKe7VDalenW2tWhwTZ0RyAbPiNsABjrZFeUqUMMV5sBI0qficoRSzhezaJRXlBN/x11/Mcfnppywq06YN8NZbtIwE4z/UpUuMFoSFYflF5vLeCcsX7r59vGkoUAB4/PHgfH8eJqsBjdZ8bmk728zPyYBGaK3b2Jl3FoAM5xYEwS1q1aKW2ruXboDwcGDrVi6rWxco5qb1+f77Oe7t9ttZM8GaZs2Ar7/mtHVq5dxErhDXQOYcg4LgbSZMMNPUWX9BDBjAL6d8HjcCeJcNG1iEqWFDHNjLvo/B8/itxvNY0T0eaNIEuHYN+PJL3lhMn84v3TxKlpFrSzXGdwHMB/AWgGitdYjVn9SPFQQhIIiO5iBEaxvgli1sY2Pd31/+/EyjV6pU5mXt2tFxcOONZjrl3Eau8FwLgj+YMAGYNcsUmJ07A/HxFNyFCvm3b9nBknf0WqPmuHSJufvPhZfG2r1Fkdb/XgrrXr2AGjWgz5yBHv+N8/2dOcMod1bFAoIUV2whnwO4DazOeAeA0V7tkSAIQg5o2JCtUZ5882a22RHXzqhalcJ90SJGy3MjucJzLQj+ICQEuOMOPjrbsQNYuDDz469gwiKuz1SiH65iRX6nPojvELJjG1C1KvRPkzDl+Y2ohgPosf8T5/sbPpxR7rZtGRHPZbgirrsB6KK1fsEy3cO7XRIEQcg+bduyNQqJGeLaEN2epE6d4P69zIpcYwsRBH8REsIvipAQisglS4D33uNo6GDCIq4PlmgOgONJmjUDKuAoLhStjBMf/oQOtxXAvYPz4+DpAli4kGM4AQAPPcS8no0bm6PCDY/e2bOswJXLcEVc57cq6HIMQGHvdkkQBCH7GOJ6xQraQ7Zt42tviOvcjohrQfAwAwYAI0cCe/b4uyeuk5oKPPII0Ls39ugaAJimtFkzYByG4uFS89Do8RZYsYJpvYsWBaLTL+HIsoPcfvly4OJFlsj96ivO++gj4J13OP3667kueu2KuA5TSnVQSnVUSnW0fW2ZJwiCEBDExrK0+YED/E5PSuIjzKJF/d2z4EM814LgQZQCWrXi9OrV/u2LO4SFMYfpL7/g2H+UjYa4jkN5/LKrNk6dYv2APXuAwbX+wgUUQfFnBwKnTwMHLSI7IgJYtYp5SgHgmWc4oGX9emD+fH+8M6/hirg+DWACgO8sf2dtXgdx0kZBEHIbYWFA69acNioyStQ6e4jnWhA8jCGuV61im5oaeIP6rl1jTuuXX2aJWiuOHWNbvjxQo4bp7rj/fmDBAr6ObFwXoUhH4f3rgZUruUL79vSgAxzcmZjIu3ejytYbb3j/ffmQLFPxaa0r+aAfgiAIHqNtW9r4jJLlnh7MmFcQW4ggeBhrcX31KlCmDNvz5zMm0vcXaWksQ3vkCF9Pngw8+CDD0k2b4tixCAD0XIeEsIjWsWMU18bA7gqNimMvqqNG6j7gG0vWkJtuYtRj6lSmcnrsMeCnn1j+dtkyoEUL3miEuZMhOnDJHe9CEATBinbt2Bo2PolcZw8R14LgYYw7/b17Gb2tWhXYuBH45x+gYwC4bENDGWXetInqefNmeqJffx04dQpxcSUBMHIN2O9yrVrAWjRHDexjlhSA4rpLF3Ol/v3Z5ssHzJ3rtbfjL9yp0CgIghAU3HhjxiCQRK6zh3iuBcHDhIczMgzQc2xEApYv987xEhNp83CHr75intFVq2jhAIAqVaBLlMxgC3GEIa4z0Lw53/vy5cC4cUC3bu71ycCodvn339nb3keIuBYEIdcREcGnjADrNVSq5NfuBC0SuRYEL/Dxx0DXrhwk2L495zkT13/8wQjBpk3uHef0aaB6dVpRXMnGYfyjR0WxjY6mkfqLL4CffsL58xx/UbAgM+s5onhxYE9hK3E9YgRQujSn27Vj8Rjr4gBaM3L/4YdZpygcOZI+7u++y/r9+BER14Ig5EqMgFCDBny6KbiPDGgUBC/QrRsHhVSvziisUswjbfyjXbiQUQz368dI8vTp7h1n5Ejg5EmWLncl9V/DhvzCNMLTAD3Qjz0GtGx5fXa5clnvKqVOQyQhki+MQYvO6NuX623f7nidf/4BZsyg+H/7bUBrhJw8mfW+/YD85AiCkCu57z6gdm3g4Yf93ZPgRSLXguBlihZlVDo5meJxyhSGft9+m8tPnWKOaIBi2VU2bGAJdoD2jlq1nK9/9Ciwbx8HMpYpY3eVuDi2ziwhBtXqROBWLMAPbx0DihRxvrJSHDAJsMiOPbQGnn+e08OGMcLdrBkK9e7NgZABhohrQRByJZUrM8PVwIH+7knwIp5rQfABhjVk2jRGidPTWWTl8mXgl1+47Lbb6HFzBa2Bp59m+9xzQMuWWW+zbBnbdu0cZuxwxW9tUKsWsAwdseGUC2FuALj5ZrZ//um4f6tWASVKmDaT8+ehLl+mDzvAEHEtCIIg2MU6cp3LCqgJQuDwxBMsJbtvnxmlvnCBqepmzeLrvn05OPHzzxnNdsbPP5tC9NVXOS89HUhI4LS9f+alS9k6yVjirrgGgN27s14XgBm5/usvICUl83Kj6M599/EmIyIC+O03nF+71hwgGkCIuBYEQRDsEhbGv7Q0+793giB4gCpVgDp1gFtvpXL99FPOf/VVRmzDwxm5HjIEePJJZttwxk8/mdsXLkx/d/nyjGLPmkXbx4gR5vpauyWuXfFcuy2uy5aljy8xkWn7bNm2jW2DBua82rXNCECAIeJaEARBcIj4rgXBB4SEAMOHM//1o48y3VHhwhS+N99Mb/aQIVz3m294x+uI6dM58O+++/i6YkXg+HFg4kQOjjx1CvjgA9OrvH8/DdUxMUC9enZ3efmyWWyxYsWs306lSgwux8UxGL99uwsDo3v1YrtxoxllNxg9Gpgzx0wNGOBIERlBEATBIdHRwKVLFNfO0m8JguABjDR4q1ezauNvvzGqCzCzSKVKwOHDXN6mjeN99Otnvq5ThxHfrVupeJOTGf02KiL+8QfX69DBYWqlESOAQ4eovdu2zfpthIUxGcqOHYx0X7pEa/nSpRmz8GXg9dcZva9UidYPrdnH8HCgQgX+BQkSuRYEQRAcIpFrQfATRYuyrrgx2E8pUzTPnJl5fa0ZYrbHZ58Bd95JUa41c00bQv6hhzhw8skn7W66ZAmt3mFhwI8/Up+7QqNGbC9dYteXLzcdK3aJiuINQ/nywHvvMWvKDz+4drAAQ8S1IAiC4BDJdS0IAYQhrn/+OXPBlY0bgVKl6K22pW1b2kVuvDHzsqgooHdvu5Hwy5eBBx7g9GuvmYLZFUaPphjfvdvUyMOHc6xmlkRGMnK/fj1LqA8axCh+kCDiWhAEQXCIRK4FIYBo0sT0UBsZNAx+/JFq2JW8zytWMG/0iRNOV5s2jQMZGzYEXnrJva6WLg0MGMBkHgMGULufPg288ooLGzdtyvbffzmoc+JE5u4OEkRcC4IgCA6RXNeCEEAoRXtHu3YZI9dLl3KgI0AlmxUffAD8739UvvfeC8TH211t/Hi2w4Y5TH/tcrfHjQNCQ4Evv6R/2ymNG3OjbdsYvQaA+vWz3wEfI+JaEARBcIijyLXkvRYEP/HBBzQwt21LQ/OffwI9evCfdPBg+9YPW7p1Y3vpErB4sd3Ryps3A+vWscDinXfmvNv16zNdd3o6MHt2FisXKMBUe6mpZppAEdeCIAhCbsCe53rjRv7gjhrljx4JQh7HOt3GwIFMT3f1Kgcmfvmlk3QcVhjiGqByDg/PtIoRtR4wwHPppG+/ne2cOS6sbFhDAPrCq1b1TCd8gIhrQRAEwSH2Itdz5zJ37RtvAN9+659+CYIA/mNGRLDK4/jxDlPpffIJg9OPPQYcPQqgWjVGhgG7NpLERGDSJE4PHuy57nbrRh2/cqVDJ4pJkybmdJ069JQECSKuBUEQBIfY81xv3mxOP/YYU3UJguAHfv8dSEpiqj0HwjotDfjwQ94Qf/UVdfX48aA3Y+FCoHnzTNtMn07HSMuWDuvKZIvChZlOOz0dmD8/i5VvuQWoW5fTQWQJAURcC4IgCE6wF7k2xHWfPrRE9u3rRpljQRA8SxY2kBUrmBSkYkWgf38gJYWZP5Ir16SAtcOECWw9GbU2MAox/vprFitWrw689RbQtSvQurXnO+JFRFwLgiAIDrH1XJ8/Dxw5wvnTptFDeeEC0L27C495BUHwOVOmsB0wAJg8mcHgc+eARYvsr79vH7P85c8P3HGH5/vTsyfbP/5wIQtR796Mzj/8sOc74kVEXAuCIAgOsY1cb93Ktn59eicnTWJygoMH+Tt47Zp/+ikIQmauXQNmzeL0PfcwyH3vvXw9ebL9bSZOZNuvH5N2eJpy5fidceUKE53kRkRcC4IgCA6x9VwblpCGDdnmz88BjuXKcZDSM8/4uoeCIDji99+BhAQgNtYcv3jPPWznzqWv2pr0dLNE+cCB3uuXkTVkzBh6wnMbIq4FQRAEh9hGrg1xHRtrrlO2LFNrRURwwNTMmb7soSAIjjAsIYagBui9bt2a/9O2+aaXL2c2kYoVmUbbWzz6KCu1//UX8NFH3juOvxBxLQiCIDjE1nNtT1wDLKj2v/9x+uGHaRMRBMH3XLrE1HutW5uWkLvvzriOPWvIxYvAF19w+v77HSYf8QgxMeagyZdfBrZsyXqb//4LnnEdIq4FQRAEh1hHrpOTgR07+NpeZqyhQ+m7vngRePBB3/VREARWTZ09m/aPYcOAVav4NOn114Hy5TOu268fx0z88QcLQlWsyPbnn7ncm5YQg1tvZQQ7JQUYNMh51deVK2k9K1ECKF6cNwfW1d8DDRHXgiAIgn2SklBz/STMQ3eMmtcESZ26o1/KJNSpkoSCBTOvrhTw3XdAwYJM/7Vrl++7LAh5lWHDmB7zv/9Y3HDaNODMGfuVVIsXB556CggLoyf76FGK7WbNgI8/9l0xxDFjgKJF+UTs8GHH602fzjY0lJlOpkwB1qzxRQ+zh4hrQRAEITNJScDQoai14GNE4Sriw0sj8exVPIuP8Vn6UC63Q9GiwF13cdrIOiAIgndJSgLGjeMN7uefU3jedRfs3gQbjBnDbCLx8cDevXzitHatbwcl588PtGrFaWdi2Ugb+NdfwNNPc9qIsgciIq4FQRCEzMyaBWzejJSYMriC/Lh2TeHUpfw4jjKofW2zaea0wwMPsP3xRxaZEQTBu2zezP+1unVpz3K1UnhICKPY1asDkZFe7aJDWrRgu3q1/eWHDjH3duHCjKzfeSfn//yzcyuJP/G7uFZKDVNK7VBKbVdKTVVKRSmliimlFiul9lnaov7upyAIQp5i6lSgcGGEhbP6W8JFIC4OABTCYwpzuQNatOCP9YkTwOLFvumuIOQlXnsNqFABOHaMr9etY9usmf/6lF1atmTrKHL9xx9sb76ZNpabbmKGoqNHgc2bw3zTSTfxq7hWSt0A4CkATbTW9QCEArgbwAgAS7TW1QEssbwWBEEQfMWpU0B0NAoXBqpWAWKKAwXy0/ZRpEw+4PRph5sqxQFKAPD9977priDkFU6eBD74gMLa8CKvXcs2GMV106aMtG/ZAly+nHm5YQkxKrWHhNBbDgC//Rbhm066id8j1wDCAORTSoUBiAZwHEAvAIZbbyKA2/3TNUEQhDxKqVLAlStQCqhTh9HoDh2A1q2AsJSrQMmSTjcfMIAie84c4PhxH/VZEPIAn3/OzD0Ai8QAZuS6eXP/9Ckn5M/PolRpacC//2ZclpICLFnCaUNcA2ZZ9t9+iwxIa4hf4+la6/+UUmMAHAVwFcAfWus/lFKltNYnLOucUErZ/RZXSg0GMBgAypUrh3g/JUBMSEjwy3EF3yLnOfcj59gkokcP5PvyS+iwMKpkA62h4uNx9bHHkOzkOzdfPqBTp0L4888I3HRTGiZNuog6dQKjFJuc57yBr8/z5cvAq68WQFiYRu3aaWjVKgU1anj2mr98GRg3rhiM2Ojff2ts3nwe+/cXQ758GqVKnQ2aXNDWxMbmx8aN+bB48WXUq3f1+vx//gnDxYtFUL16KqKjL1x/b7VrAzExxXD4cChWrDiPevUC47vFwK/i2uKl7gWgMoALAGYqpe5zdXut9XgA4wGgSZMmOiYmxhvddAl/HlvwHXKecz9yji088ACwfj1HShUuTLV89SrzdjVtivAHHgCiopzuYtIkoFcvYO3aUHTvXhQffcT8uREB8CRXznPewJfn+eefzdLhAAcIxsWxYIqnmD4duHCBEWqlgH/+Ufjmm2IAgMaNFcqUCc7rulMnFpXZujU/YmLyX59v2F1uvTUs07ns0wcYPx5YurQo2rf3YWddwN+2kJsBHNJan9FapwD4BUBLAKeUUmUAwNI6NvcJgiAInicqirm9hg2jsD59mu2wYZyfhbAG6CxZtgzo3x9ITAQGDwaqVOHmgfgoVxBywsKFbO++m9f5tWuezcWclsYc1ADw/PNAt26c/vZbtsHotzYwMoasWZPxu8HWb21N//7AHXckoV077/fPXfwtro8CuEkpFa2UUgA6AdgFYC4Aoz7QQABz/NQ/QRCEvEtUFHDffcD8+TRDzp/P1y4Ia4N8+VhiedIkoF49Frh44gngxRdFYAu5h+Rk0xv8wQdA376cNrzQnmDePODAAaByZVZC7drVPDYQnH5rg0qVgNKlgbNnmXYPYP7t9ev5pKtt28zbtG8PfPVVIjp18mVPXcOv4lprvRbALAAbAWyz9Gc8gPcBdFZK7QPQ2fJaEARBCEKUYrnirVv52DwsDBg9GnjlFRHYQu5gzRrg0iUO/q1QwRS6hq3BE3zyCdunnmJ2jSZNMlpOgjlyrZQZvV6+nO2ff/L7oU0bDnoMJvwduYbW+nWtdS2tdT2t9QCt9TWt9VmtdSetdXVLe87f/RQEQRByhlIMfE+fTnHw7ruSqk/IHRhZOwyrhiF0//0XSE/P+f63bKHoLFDALNIUEgJ06cLpmBhGf4OZ7t3ZTpnC1pklJNDxu7gWBEEQ8hZ9+gBffMHpzz7zb18EwRMYfmvDqlGuHAudXLhg2hxywtixbB98kOOLDXr0YNuqVcakPsFIv360ka1YARw8aBaPEXEtCIIgCC4wcCAL0mzezD9BCFaOH2dkOToaaN3anG9Er3Pquz59mtFcpYAnn8y47K67+PTHEN/BTKFCZnGYESP4uZYpA9Sv799+ZQcR14IgCILPiYwE7rmH0xMnOl9XEAIZI8LaoUPGsb6G79oVce1s7MHXXzPzSI8eQLVqGZeFhLAaasWKbnU5YBloSWUxcybbLl2CMyIv4loQBEHwC4Z3dNIkM+OBIAQbtpYQAyNy7cqgxvvvZ7aM//7LOD852bRQPfNMjroZFHTsCNxwg/k6GC0hgIhrQRAEwU80bsz0fPHxwIIFjN6lpPi7V4LgOmlpZuTaVlw3acKo6+bNjDw7YtMm3mCeOgV8+WXGZTNmACdP8v+kQwePdj0gCQ3ljQbAz65zZ//2J7uIuBYEQRD8glJ8pA2wwEzRokDBgsCGDX7tliC4zLp1wPnzQNWqmS0bhQqxTHdKivNxBe+9Z05/840pxLU20+8980xw2iOyg1H8tWNHz1a39CUirgVBEAS/YdSkOXOGldWvXWMUTxCCAUeWEIOs8l3v2QPMmsVCKdWqcfDirFlctno1bzSLFzfHJ+QFqlcH9u4FfvnF3z3JPiKuBUEQBL9RqhRzAf/xh/ljaggWQQh0jGvVyG9ti1EYZeVK+8vff58R6gceAIYP57xx43iTaUS0H32UKeryEuXLM/IfrIT5uwOCIAhC3qZePf6lpjKH7+7dwOHDwV8UQ8jdxMfzxjAigqW47WHMX76cItra2rFtG5/ShIQAL7zAG80XXmC1x0qV6LWOiAAef9y770PwPBK5FgRBEAKCsDDg5ps5LdFrIdBZvJiCuW1bx+W5q1VjMZkzZ4CdO835x4+zImFqKvDQQ0CVKtzHgw9y+cmTzO+8YAG3F4ILEdeCIAhCwGB4V0VcC4FOVn5rgJFqI8vHsmVsExOB224Djh0DWrYEPv3UXP+VV4CnngKmT+cgyE6dvNJ1wcuIuBYEQRACBkOoLFkiua+FwOHECYphg7Q0YNEiTjsT10BGawgAPPccsHEjM4zMmZOx8EyxYqy2eOedtIsIwYmcOkEQBCFgKFeO/uvERGDVKn/3RhDo/69bl9aNMWOY1aZnT+alrlQJqFPH+fZG5Hr5cuDAAWDCBOZznjMneFPNCc4RcS0IgiAEFEYkcP58//ZDEFJSgLvvZi7r1FRm9Chfnl7o4sU5IDGr/NNVqvCm8exZFkhJTQXuvZeCXcidiLgWBEEQAoru3dl+/DHwzjtAerp/+yPkXV5+mTmqy5cHfvyRto1Ll4AaNYB//gFatcp6H0qZ1pDVq2n3eOUVr3Zb8DMirgVBEISAol07ipr0dIqQm24CHnuMOYFPnfJ374S8wq+/AqNH08IxbRowYACwZQvw1VcU1rYVGZ1hXbr8nntYKEXIvUiea0EQBCGgUAp4+22gTRsKmn//5R8A7NoFTJzo3/4JuZ9Nm2jdAFjMpWVLTpcrBwwZ4v7+jMi1RK3zBiKuBUEQhIDklltYUGb5cpaJHjkSmDePmRpCQ/3dOyE3kJLCa6tePXPef/8xVd6VK/RIP/98zo9TpQorLxYsCNSsmfP9CYGN2EIEQRCEgKVYMaBPH2DECKYuO3eOj+QFIackJ7Nsef36wMyZ5vxBgyiw27QBxo/PesCiqzz+OJ/ECLkfEdeCIAhCwKMU0KMHpyWLiJBT0tMpopcs4esPP2S1xU2bgD//ZIT555+ByEi/dlMIUkRcC4IgCEGBkUVk3jz/9kMIblJSgGeeAaZOBQoUAIoUAdavB9asYYYaAHj4YaBECX/2UghmRFwLgiAIQUHbthRD27YBR4/6uzdCMLJ8ORAbC3z2GRAWBvzyC+0aAAcaTpvGQYdPPeXPXgrBjohrQRAEISiIjAS6dOF0VtaQCxeAp59mXmFBAPjEo0MHYOdO+vcXLgQ6d6a4DgsDli1jVLt3b1ZeFITsIuJaEARBCBoM33VW1pBnnwU+/RR44gnv90kIDr7/nu2QIcD27UCnTnx9ww1A377mesOG+b5vQu5CxLUgCIIQNNx6K9ulS4Fr1+yvs3y5KaQ2bWKqNSFvk5LCgYoAM89ERWVc/uyzTO/YqpWZ01oQsouIa0EQBCFoKFUKqFULSEqi99qWpCSzyEfRomynTfNd/4TAZPVq4OJFXjv2LB9Nm/J6mjfPc6n3hLyLiGtBEAQhqGjalK1RtdGaDz8E9u4Fatc2KzlOnco0a0Le5fff2Xbr5nid2rWZOUQQcoqIa0EQBCGoaNKEra24TkoCxo7l9JdfAl27AjExtIVs3uzTLgoBhiviWhA8hYhrQRAEIagwItfr12ecP2sWKzg2bgy0aweEhwP9+nGZWEPyLv/9B2zdCkRHM52jIHgbEdeCIAhCUBEby8FnO3YAly+b87/+mq3huQaA/v3ZTpkCHDzosy4KAcTChWw7dpSKi4JvEHEtCIIgBBX58gH16rGE9aZNnLdjB7ByJctWG4IaYPaHGjWAuDigZk3gsceAhAQZsZZXSE8HZs/mtFhCBF8h4loQBEEIOmytIUbU+t57KbANQkKAxYuB+++n0PrqK2DIkIIywDEPEBcXgi5dWHAoLAzo3t3fPRLyCiKuBUEQhKDDOmNIQgLw4498bW0JMahQgZlDtmwBihUDliyJwGef+a6vgu85eBBo374IlizhoNaZM4GKFf3dKyGvIOJaEARBCDqsM4YMGUKB3bo1/diOqFcP+PZbTg8fTrEt5E6+/hpISAhB27asxnj77f7ukZCX8Ku4VkrVVEpttvq7qJR6RilVTCm1WCm1z9IW9Wc/BUEQhMCifn0OTtu3D5g+HShQAJgwIevtevcGBg68iuRk4M47mV3ElvR0VvQTgpO0NGDyZE6/8w4LDwmCL/GruNZa79Fax2qtYwHcCOAKgNkARgBYorWuDmCJ5bUgCIIgAGCaPeso9RdfANWru7btm29eRv36LDZz++3Mj22Qng706gXccAOj4ULwsWwZ0+9VrJiGVq383RshLxJItpBOAA5orY8A6AXAUlsLEwHc7q9OCYIgCIFJ69Zs77sPGDDA9e2io4EFCyig//4bGDiQohqgnWDePODMGRafEQKXNWuA9u0zFwj66Se2/fpdk1Lmgl8IJHF9N4CplulSWusTAGBpS/qtV4IgCEJA8sorzF/9zTfub1uuHLNIFCwIzJhBu8iOHcALL5jrXLrkub4Knuftt4EVK+i5N7K/XL4M/Pwzp/v1S3K8sSB4kTB/dwAAlFIRAHoCeMnN7QYDGAwA5cqVQ3x8vBd6lzUJ8uwwTyDnOfcj5zj46NwZSEzkn6sY5/mGG4CffgrHwIEFMXduCObP10hLM0OdcXEXER+f7OkuCx4gIUFh8eJiABTWrQO+//4ievZMxsyZkbh8uSCaNk1B8eLnER+f7u+uCl4kUL+zA0JcA+gGYKPW+pTl9SmlVBmt9QmlVBkAp+1tpLUeD2A8ADRp0kTHxMT4prd28OexBd8h5zn3I+c4b2Cc5169mCu7Vy9g506FIkWYieTPPwGgEORyCEwWLOCg0+ho4MoV4P33C6F6deDNN7n8gQfCUbhwYfl/zgME4jkOFFtIf5iWEACYC2CgZXoggDk+75EgCIKQJ6hWDfjnH+CttyjaatbkfLGFBC6zZrF97z1W4Ny3D2jbFjh5EujQARg0yK/dE/I4fhfXSqloAJ0B/GI1+30AnZVS+yzL3vdH3wRBEIS8QcGC9HC3aGFWeLx40b99EuyTkAAsWgQoxXSK775rLhs6lMvy5fNf/wTB77YQrfUVAMVt5p0Fs4cIgiAIgk8pVIitiOvAZN48IDmZkerSpYE+fYBx44CSJYG+ff3dO0EIAHEtCIIgCIGEIa7FFhKYzJzJtl8/tkoBjz/uv/4Igi1+t4UIgiAIQiAhtpDA5e+/GbkOCWHEWhACERHXgiAIgmCF2EICk9OngbvvZnnz4cOBsmX93SNBsI/YQgRBEATBCrGFBA4//AD8+CNQrx4rMR4/zsqcb7/t754JgmNEXAuCIAiCFWILCQy0BkaOBE6cAJYt47yYGGDaNCBM1IsQwMjlKQiCIAhWiC0kMNi9m8K6RAlg2DBg1y7g0UdZWVMQAhkR14IgCIJghYjrwGDJErY33wy89JJ/+yII7iADGgVBEATBCvFcBwZLl7LtJFUvhCBDxLUgCIIgWBEdzVRvV64Aqan+7k3eJC3N9FmLuBaCDRHXgiAIgmCFUuagRole+4fNm4ELF4DKlYFKlfzcGUFwExHXgiAIgmCDWEP8i+G3lqi1EIyIuBYEQRAEGyQdn38xxHXHjv7thyBkBxHXgiAIgmCDZAzxH8nJLHMOiLgWghMR14IgCIJgg9hCPEdqKvDFF2b2j6xYswa4epVVGUuV8m7fBMEbiLgWBEEQBBvEFuI5vv4aGDqU/unOnTlY0Rl//MG2c2evd00QvIKIa0EQBEGwQWwhnuHaNeD99zkdFQX8+SfQrh0QH+94G0Nc33KL9/snCN5AxLUgCIIg2CC2EM8wcSIQF0eLR1wcUL8+b1g2bbK/fnw8sGEDEBkJtGnj274KgqcQcS0IgiAINogtJOekpADvvcfpV14BihcHWrTg61277G+zZAmgNYV1dLRv+ikInkbEtSAIgiDYILaQnPPNN8Dhw0CtWkDfvpxXpw7bnTvtb2NYQrp08Xr3BMFriLgWBEEQBBtEXGeflBTgpZc4iBFg1Do0lNO1a7O1F7nWWsS1kDsI83cHBEEQBCHQkPLn2SMlhQMRly0DQkKAN98E7rnHXO5MXO/eTV92qVL0ZgtCsCLiWhAEQRBskMh19pg3j8K6ZElg5kygbduMy8uVAwoUAM6cAc6epQ/bwDoFX4g8VxeCGLl8BUEQBMEGEdfZ45tv2L74YmZhDQBK0YMNZI5ez5/PViwhQrAj4loQBEEQbJBUfO5z7BiwcCEQEQHcf7/j9exZQxISgOXL6c2+9VavdlMQvI6Ia0EQBEGwIRhT8a1f73qJcW8wYQIHJfbuDcTEOF7PnrheuJB+7datM1pFBCEYEc+1IAiCINgQbLaQuDhWPkxKomitUcM3x33vPWDLFmDwYOC77zjvkUecb2OIa+t0fHPmsO3Z0/N9FARfI5FrQRAEQbAh2GwhL74IXLkCpKcDX3zhm2MmJAAvvwxMnw506kRbSOXKQIcOzrezjVynpAALFnC6Vy/v9VcQfIWIa0EQBEGwITISCA8HkpOBa9f83RvnrFoFTJnC/gLA998DiYmO11+2DDh9OufHXb2aNpAyZUwrxxNPZJ3po2pV9vXoUfZzxQoK9Tp1uEwQgh0R14IgCIJgh2CwhqSnA089xekXX6Rn+eJF4Kef7K+/aBHQsSNw1105P/bff7O97z4K5X/+AYYNy3q7sDCgenVO79kDzJ3LaYlaC7kFEdeCIAiCYAdPWEPS0pgFIzXVI13KxKxZwMaNzB89YgQjxwDw+eeMKtvy7bdsly9n0ZacYIjrNm2A6GigeXOm2nMFowz6W28x6g6I31rIPYi4FgRBEAQ7eCJjyMcf04P82Wee6ZMt48axHTkSyJ8f6NOHNo2dOxkJHjYMWLuW65w9a0aJAWb3yC5JScC6dRTTrVu7v73hu54zh/2qXh1o1iz7/RGEQELEtSAIgiDYwRO2ECMLhlF9MKekpZkR6e3bgb/+YsXD++7jvPBw0yby22/AJ58A7dszSj1tGj3kFSty+cSJHExozYULXCcr/v2X69WrBxQt6v77ePBBoHt3Rtp/+QXYsEGqMgq5B0nFJwiCIAh2yKkt5NIl+pABRo/T03MmIOPjgfr1gQYNgF9/Bb78kvPvv9+MsgPA8OG0ahw5AkydypLkAwea1pT33qMdY9cuVkWsWBH44AP28fBhWja2bXPeV2tLSHaoVIn9EoTciIhrQRAEQbBDTm0hK1aYgvb8eWDvXrP0d3aYPx84eZJ/ffsyag0Ajz2Wcb3QUKBVK/51705Bvm4dlxUuDNx+O3D8OPD888CTT3I6Pd3cfudOFqRxZtPIqbgWhNyMPIQRBEEQBFuSktD51CTMQ3fcPKIJVeqkSTQbu8iff2Z8vWZNzrq0cKE5vWAB09i1aUNrhiMKF87orb77biBfPmDAAGbtiIvj/KefBrZuBYYM4Wt7UeWXXgKqVQPGjmUaPkDEtSDYw+/iWilVRCk1Sym1Wym1SynVQilVTCm1WCm1z9Jmw9ElCIIgCNkgKQkYOhS37PwYUbiKhOjSwNWrHJ04dKjLAnvxYrZGirmciOu0NHN/EycyOweQOWptj5tvZiaRQoXMbCIlSwLvvgv06EE7yCefMMJt9HX+/Iz7WL8eeP994MAB4JlnGM2vXBm44YbsvydByK34XVwDGAtgoda6FoCGAHYBGAFgida6OoAllteCIAiC4H1mzQI2b8blwmVwBfmRlqaYiqNMGWDzZi7PguPHaa/In59iFMiZuN64kVk1KlVi1Hn5cgpiV/NVv/ceBytaR7mHD+egxyZNzHnt2zOyvXEj3wPAAZRG/urbbzfT6PXokf33Iwi5Gb+Ka6VUIQBtAXwHAFrrZK31BQC9AEy0rDYRwO3+6J8gCIKQB5k6FShcGOHhTNp8PaOGUvRZTJ2aYfW33wYaNwZOnTLnLVnCtn174KabmMVjxw5WIswOixaxveUWdqNpU1o53Bkg6UoO6nz5WMocMEuSz5oFrFwJlCgB/PAD7SP//stBkIIgZMbfAxqrADgD4HulVEMAGwA8DaCU1voEAGitTyilStrbWCk1GMBgAChXrhzi4+N902sbErL7bSkEFXKecz9yjvMGWZ3nwnFx0KVKITIyBUA44uM1kpMtCjs0FOq//5Bg+b1ZvDgcr75aGADw2WeX8cwzVwEA8+YVABCFm25KRGJiEurXL4yNG8Px558JaNcuxc5RnTNvXmEA4WjR4iLi413IlZcD2rePwrx5BTB79jW0aJGI558vAiAUL76YiJSUJJw/zwj65cv8C1Tk/zn3E6jnWGl7JZx8dXClmgD4B0ArrfVapdRYABcBPKm1LmK13nmttVPfdZMmTfT69eu92l9HxMfHIyYmxi/HFnyHnOfcj5zjvEGW57l7d+DqVaTny48/FjNy3bYtULgQqCbz5QPmz8epU0yLd/o0N6tdm9Hpa9eAChWAM2eY0q5ePVpDxo4F3nwTePVV9/qbkAAUL87ps2cZPPcmx46x/9HRzJhivM8NGzgIMliQ/+fcjz/PsVJqg9a6ib1l/vZcxwGI01pb6kdhFoDGAE4ppcoAgKU97af+CYIgCHmN/v2BhASEKI0bynLWf3Gg+TghAejfH6dO0ft8+jQrMJYowbzRmzYB339PYR0bC9Sty+1btGCbHd/1kiUc0NiihfeFNQCUL08xfeUKhXWHDsxUEkzCWhD8iV/Ftdb6JIBjSqmallmdAOwEMBfAQMu8gQDm+KF7giAIQl6kb18q4xMnUD7mMhTScS7uMtKPn0BitVg8sqgvKlRg9o5ixYCffmKKO4DC+sMPOT1ypOlzbtmS7dKljG67g5G545ZbcvzOXOaRR4DISOCNN/g+y5Tx3bEFIdjxd+QaAJ4EMFkptRVALIB3AbwPoLNSah+AzpbXgiAIguB9oqKAceOAYcNQuFQ+VIw8jYTkfFhUZxga/D0O306KQkoKM2csXcp0dEb58XHjWOWwZk2gTx9zl+XLAw88QMtI//6up8tOTgZmz+Z0796efJPOeeIJ5tF+7TUWpREEwXX8/pBHa70ZgD3PSicfd0UQBEEQSFQUcN99UPfdh1/eAEaNAjCZi9q0YdaMKlXM1Zs2BWrUYBVGgHmlbUXpp58y68a2bUyD99lnWXdj8WJWd6xXz7SY+AqxgQhC9giEyLUgCIIgBCz33mtO33470+JZC2uA9o8BAzhdoULGbQwKFGAWv/Bw4PPPGfXOiunT2bqaz1oQBP8j4loQBEEQnFCtGjBmDPD668DMmUwWYo+hQymqv/uOAtoeN95oZgt5+WWOkXREUhLw66+cFnEtCMGDPPQRBEEQhCx47rms1ylaFJg0Kev1hg2jJeSff1iopXt3c9mqVfRm33470KgRcOkSBXn16tnuuiAIPkYi14IgCILgQwoUoCcbYBTbiF4nJVFY79sHjB5tDpKUqPX/27vbWDnKMozj/wuqgghUKSKCFpUXhWgjIvpBU3wDSniJiRBFbUI04guo8SWgH9SIMRg0GqOogIiokYgQRUEFYlASREUQEAlaEWkFKUWRgqCU3n6YwaxNTzvlTGd3T/+/ZJOzM7PP3O2dPec6c559RpouhmtJkgb2jnc0y9tdd10z1QSaJfz++MfmKvU++8Datc32Y44ZX52SNp3TQiRJGti22zZzrk84AY49Fi6/HM49t9l35plw4IHNHR132gkWLhxvrZI2jeFakqQxOP54uOWWZm3sM89sti1dCosXN18/OnVE0nRxWogkSWMwb16z9vW118LBBzcfYDzttHFXJWm2vHItSdIYLVrUrJ0taW7wyrUkSZLUE8O1JEmS1BPDtSRJktQTw7UkSZLUE8O1JEmS1BPDtSRJktQTw7UkSZLUE8O1JEmS1BPDtSRJktQTw7UkSZLUE8O1JEmS1BPDtSRJktQTw7UkSZLUk1TVuGvoRZK7gb+M6fQLgFVjOreGY5/nPnu8ZbDPWwb7PPeNs8cLq2rn9e2YM+F6nJJcU1UHjLsObV72ee6zx1sG+7xlsM9z36T22GkhkiRJUk8M15IkSVJPDNf9OGPcBWgQ9nnus8dbBvu8ZbDPc99E9tg515IkSVJPvHItSZIk9cRw3VGSQ5PckmRZkpPXsz9JPt/uvyHJ/uOoU7PToc9vbPt7Q5KrkiwaR52anY31eeS4Fyd5JMnrhqxP/ejS5yQHJfltkpuS/GzoGjU7Hb5n75jkB0mub3t83Djq1OwkOTvJyiS/m2H/RGUww3UHSbYGvggsAfYF3pBk33UOWwLs1T7eBnxp0CI1ax37/GdgcVW9ADiFCZ3vpZl17POjx30K+MmwFaoPXfqcZD5wOnBkVe0HHD10nXrsOr6X3wX8vqoWAQcBn0ny+EELVR/OAQ7dwP6JymCG624OBJZV1a1V9R/gPOCodY45Cji3GlcD85PsOnShmpWN9rmqrqqqf7RPrwZ2H7hGzV6X9zPAicAFwMohi1NvuvT5WODCqrodoKrs9XTp0uMCtk8S4EnA34E1w5ap2aqqn9P0biYTlcEM193sBiwfeb6i3bapx2iybWoP3wL8aLNWpM1ho31OshvwWuDLA9alfnV5P+8NPDnJFUl+k2TpYNWpD116/AXgecAdwI3Ae6pq7TDlaUATlcHmjevEUybr2bbuMitdjtFk69zDJK+gCdcv26wVaXPo0ufPASdV1SPNBS9NoS59nge8CHgVsC3wiyRXV9UfNndx6kWXHh8C/BZ4JfAc4LIkV1bVfZu5Ng1rojKY4bqbFcAzRp7vTvNb8KYeo8nWqYdJXgCcBSypqnsGqk396dLnA4Dz2mC9ADgsyZqq+t4gFaoPXb9vr6qqB4AHkvwcWAQYrqdDlx4fB5xazbrDy5L8GXgu8KthStRAJiqDOS2km18DeyV5VvtBiNcDF61zzEXA0vYTqy8F/llVdw5dqGZlo31O8kzgQuDNXt2aWhvtc1U9q6r2qKo9gO8C7zRYT50u37e/D7w8ybwkTwReAtw8cJ167Lr0+Haav0yQZBdgH+DWQavUECYqg3nluoOqWpPkBJpVA7YGzq6qm5K8vd3/ZeAS4DBgGfAvmt+WNUU69vkjwE7A6e1VzTVVdcC4atam69hnTbkufa6qm5P8GLgBWAucVVXrXepLk6fje/kU4JwkN9JMHTipqlaNrWg9Jkm+TbPay4IkK4CPAo+Dycxg3qFRkiRJ6onTQiRJkqSeGK4lSZKknhiuJUmSpJ4YriVJkqSeGK4lSZKknhiuJWlCJLkpyUEDnWvfJNcMca4ukvwqyX7jrkOSZstwLUkDSXL/yGNtkgdHnr+xqvarqisGKucU4NNtXd9KcvY6tS5Ock+SXQeq59PAxwc6lyRtNq5zLUljkOQ24K1VdfkYzr0rcBPw9Kp6KMlO7fM3V9VlSbahubHKJ6vqnJ7OOa+q1mxg/zY0tyvez7vbSppmXrmWpAmR5LYkr26//liS85N8M8nqJDcm2TvJh5KsTLI8ycEjr90xyVeT3Jnkr0k+kWTrGU71GuDaqnoIoKruAU4EzkiyHc3dz/5UVeckeWmSq5Lcm+T60WkrSY5LcnNb361Jjh/Zd1CSFUlOSvI34GtJFiT5YTvW35NcmWSrtoaHgN8A//s3SdI0MlxL0uQ6AvgG8GTgOprbPG8F7EYzheIrI8d+HVgD7Am8kCakvnWGcZ8P3DK6oarOpwm33wbeBhyfZDfgYuATwFOADwAXJNm5fdlK4HBgB5rbDX82yf4jwz6tfd3Cdsz3AyuAnYFdgA8Do38+vRlYtOH/EkmabIZrSZpcV1bVT9rpFOfThNJTq+ph4DxgjyTzk+wCLAHeW1UPVNVK4LPA62cYdz6wej3b3wW8Evh4Vd0OvAm4pKouqaq1VXUZcA1wGEBVXVxVf6rGz4BLgZePjLcW+GhV/buqHgQeBnYFFlbVw1V1Zf3/3MTVbW2SNLUM15I0ue4a+fpBYFVVPTLyHOBJNFeGHwfc2U65uJfmqvZTZxj3H8D2626sqruAVTTzr2nHPfrRMdtxX0YTkEmyJMnV7RSPe2lC94KRIe9+dOpJ6zRgGXBpO43k5HVK2B64d4aaJWkqGK4lafotB/4NLKiq+e1jh6qaaWm7G4C9O477jZEx51fVdlV1apInABfQrPKxS1XNBy4BMvL6//vEfFWtrqr3V9Wzaaa8vC/Jq0YOeR5wfYe6JGliGa4lacq1q2tcCnwmyQ5JtkrynCSLZ3jJZcD+7QodG/JN4IgkhyTZOsk27QcVdwceDzwBuBtYk2QJG/kwYpLDk+yZJMB9wCPtgzasv6itTZKmluFakuaGpTSB9/c00z6+Szt9Y13t9I+fAkdtaMCqWt4e82GaEL0c+CCwVVWtBt4NfKc937HARRupcS/gcuB+4BfA6SPreh8JXFFVd2xkDEmaaK5zLUlboCT70qwwcmBNwA+CJL8E3lJVvxt3LZI0G4ZrSZIkqSdOC5EkSZJ6YriWJEmSemK4liRJknpiuJYkSZJ6YriWJEmSemK4liRJknpiuJYkSZJ6YriWJEmSevJf4Z3B740wQpAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import norm\n",
    "import time  # 确保导入标准库的time模块\n",
    "\n",
    "# 设置全局样式和字体\n",
    "plt.rcParams.update({\n",
    "    'font.family': 'DejaVu Sans',  # 避免中文乱码\n",
    "    'axes.titlesize': 14,\n",
    "    'axes.titleweight': 'bold',\n",
    "    'axes.labelsize': 12,\n",
    "    'lines.linewidth': 2,\n",
    "    'legend.fontsize': 10\n",
    "})\n",
    "\n",
    "# 参数设置\n",
    "S0 = 100.0       # 初始价格\n",
    "mu = 0.08         # 年化收益率\n",
    "sigma = 0.3       # 年化波动率\n",
    "T = 1.0           # 时间长度(年)\n",
    "dt = 1/252        # 时间步长(交易日)\n",
    "n_steps = int(T/dt)  # 总步数\n",
    "n_paths = 5       # 模拟路径数\n",
    "\n",
    "# ========================================\n",
    "# 传统SDE求解方法 (欧拉-丸山法)\n",
    "# ========================================\n",
    "def traditional_gbm(S0, mu, sigma, T, dt, n_paths):\n",
    "    n_steps = int(T/dt)\n",
    "    paths = np.zeros((n_paths, n_steps+1))\n",
    "    paths[:, 0] = S0\n",
    "    \n",
    "    for i in range(n_paths):\n",
    "        for j in range(1, n_steps+1):\n",
    "            z = np.random.normal(0, 1)\n",
    "            paths[i, j] = paths[i, j-1] * (1 + mu*dt + sigma*np.sqrt(dt)*z)\n",
    "    \n",
    "    return paths\n",
    "\n",
    "# ========================================\n",
    "# 广义映射理论实现 (GMT-II)\n",
    "# ========================================\n",
    "class GeneralizedMappingGBM:\n",
    "    def __init__(self, S0, mu, sigma):\n",
    "        self.S = S0\n",
    "        self.mu = mu\n",
    "        self.sigma = sigma\n",
    "        self.path = [S0]\n",
    "        self.operations = []\n",
    "        \n",
    "    def drift_op(self, dt):\n",
    "        \"\"\"确定性漂移操作\"\"\"\n",
    "        return self.mu * self.S * dt\n",
    "    \n",
    "    def diffusion_op(self, dt):\n",
    "        \"\"\"随机扩散操作\"\"\"\n",
    "        z = np.random.normal(0, 1)\n",
    "        return self.sigma * self.S * np.sqrt(dt) * z\n",
    "    \n",
    "    def step(self, dt):\n",
    "        \"\"\"执行一步GMT操作\"\"\"\n",
    "        # 显式调用操作集F\n",
    "        drift = self.drift_op(dt)          # F1: 确定性漂移操作\n",
    "        diffusion = self.diffusion_op(dt)   # F2: 随机扩散操作\n",
    "        \n",
    "        # 记录操作细节\n",
    "        self.operations.append({\n",
    "            'drift': drift,\n",
    "            'diffusion': diffusion,\n",
    "            'total_change': drift + diffusion\n",
    "        })\n",
    "        \n",
    "        # 更新状态\n",
    "        self.S += drift + diffusion\n",
    "        self.path.append(self.S)\n",
    "        \n",
    "        return self.S\n",
    "    \n",
    "    def simulate(self, T, dt):\n",
    "        \"\"\"完整模拟路径\"\"\"\n",
    "        n_steps = int(T/dt)\n",
    "        for _ in range(n_steps):\n",
    "            self.step(dt)\n",
    "        return self.path\n",
    "\n",
    "# ========================================\n",
    "# 执行模拟\n",
    "# ========================================\n",
    "print(\"Simulating Traditional GBM...\")\n",
    "traditional_paths = traditional_gbm(S0, mu, sigma, T, dt, n_paths)\n",
    "\n",
    "print(\"Simulating GMT-II GBM...\")\n",
    "gmt_paths = []\n",
    "gmt_models = []  # 保存模型实例以便后续分析\n",
    "for i in range(n_paths):\n",
    "    model = GeneralizedMappingGBM(S0, mu, sigma)\n",
    "    path = model.simulate(T, dt)\n",
    "    gmt_paths.append(path)\n",
    "    gmt_models.append(model)  # 保存模型实例\n",
    "gmt_paths = np.array(gmt_paths)\n",
    "\n",
    "# 时间轴\n",
    "time_axis = np.linspace(0, T, n_steps+1)  # 重命名时间轴变量，避免与time模块冲突\n",
    "\n",
    "# ========================================\n",
    "# 结果可视化\n",
    "# ========================================\n",
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "# 1. 价格路径对比\n",
    "plt.subplot(2, 2, 1)\n",
    "for i in range(n_paths):\n",
    "    plt.plot(time_axis, traditional_paths[i], label=f'Traditional Path {i+1}' if i < 2 else \"\", \n",
    "             alpha=0.7, linestyle='--')\n",
    "    plt.plot(time_axis, gmt_paths[i], label=f'GMT-II Path {i+1}' if i < 2 else \"\", \n",
    "             alpha=0.9)\n",
    "\n",
    "plt.title('GBM Paths: Traditional vs GMT-II')\n",
    "plt.xlabel('Time (Years)')\n",
    "plt.ylabel('Price')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 2. 终值分布对比\n",
    "plt.subplot(2, 2, 2)\n",
    "# 理论终值分布参数\n",
    "theoretical_mean = S0 * np.exp(mu*T)\n",
    "theoretical_std = theoretical_mean * np.sqrt(np.exp(sigma**2*T) - 1)\n",
    "\n",
    "# 传统方法终值\n",
    "traditional_finals = traditional_paths[:, -1]\n",
    "\n",
    "# GMT方法终值\n",
    "gmt_finals = gmt_paths[:, -1]\n",
    "\n",
    "# 理论分布曲线\n",
    "x = np.linspace(theoretical_mean - 3*theoretical_std, \n",
    "                theoretical_mean + 3*theoretical_std, 200)\n",
    "y = norm.pdf(x, theoretical_mean, theoretical_std)\n",
    "\n",
    "plt.plot(x, y, 'k-', linewidth=2, label='Theoretical Distribution')\n",
    "sns.kdeplot(traditional_finals, label='Traditional GBM', fill=True, alpha=0.3)\n",
    "sns.kdeplot(gmt_finals, label='GMT-II GBM', fill=True, alpha=0.3)\n",
    "plt.axvline(theoretical_mean, color='k', linestyle='--', alpha=0.5)\n",
    "plt.title('Terminal Price Distribution')\n",
    "plt.xlabel('Price at T=1')\n",
    "plt.ylabel('Density')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 3. GMT-II操作成分分解 (取第一条路径)\n",
    "plt.subplot(2, 2, 3)\n",
    "drifts = [op['drift'] for op in gmt_models[0].operations]\n",
    "diffusions = [op['diffusion'] for op in gmt_models[0].operations]\n",
    "cum_drift = np.cumsum(drifts) + S0  # 累积漂移\n",
    "cum_diffusion = np.cumsum(diffusions)  # 累积扩散\n",
    "\n",
    "plt.plot(time_axis[1:], cum_drift, label='Cumulative Drift Component', color='green')\n",
    "plt.plot(time_axis[1:], S0 + cum_diffusion, label='Cumulative Diffusion Component', color='purple')\n",
    "plt.plot(time_axis, gmt_paths[0], label='Total Price Path', color='blue')\n",
    "plt.title('GMT-II: Decomposition of Price Path (Path 1)')\n",
    "plt.xlabel('Time (Years)')\n",
    "plt.ylabel('Price')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 4. GMT-II操作细节 (最后10步)\n",
    "plt.subplot(2, 2, 4)\n",
    "last_steps = 10\n",
    "step_numbers = np.arange(n_steps-last_steps+1, n_steps+1)\n",
    "\n",
    "# 获取最后10步的操作数据\n",
    "drifts = [op['drift'] for op in gmt_models[0].operations][-last_steps:]\n",
    "diffusions = [op['diffusion'] for op in gmt_models[0].operations][-last_steps:]\n",
    "total_changes = [op['total_change'] for op in gmt_models[0].operations][-last_steps:]\n",
    "\n",
    "bar_width = 0.25\n",
    "index = np.arange(last_steps)\n",
    "\n",
    "plt.bar(index, drifts, bar_width, label='Drift Component', color='limegreen')\n",
    "plt.bar(index + bar_width, diffusions, bar_width, label='Diffusion Component', color='mediumpurple')\n",
    "plt.bar(index + 2*bar_width, total_changes, bar_width, label='Total Change', color='cornflowerblue')\n",
    "\n",
    "plt.xticks(index + bar_width, step_numbers)\n",
    "plt.xlabel('Step Number')\n",
    "plt.ylabel('Price Change')\n",
    "plt.title(f'GMT-II: Operation Details (Last {last_steps} Steps)')\n",
    "plt.legend()\n",
    "plt.grid(True, axis='y', alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('gbm_comparison.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "# ========================================\n",
    "# 性能对比\n",
    "# ========================================\n",
    "print(\"\\nRunning Performance Comparison...\")\n",
    "\n",
    "# 传统方法性能\n",
    "start_time = time.time()  # 使用标准库的time模块\n",
    "traditional_gbm(S0, mu, sigma, T, dt, 1000)\n",
    "traditional_time = time.time() - start_time\n",
    "\n",
    "# GMT方法性能\n",
    "start_time = time.time()  # 使用标准库的time模块\n",
    "for _ in range(1000):\n",
    "    model = GeneralizedMappingGBM(S0, mu, sigma)\n",
    "    model.simulate(T, dt)\n",
    "gmt_time = time.time() - start_time\n",
    "\n",
    "print(\"\\nPerformance Comparison:\")\n",
    "print(f\"Traditional Method: {traditional_time:.4f} seconds for 1000 paths\")\n",
    "print(f\"GMT-II Method: {gmt_time:.4f} seconds for 1000 paths\")\n",
    "print(f\"Performance Ratio: {traditional_time/gmt_time:.2f}x\")\n",
    "\n",
    "# ========================================\n",
    "# 模型灵活性演示 - 修改操作集\n",
    "# ========================================\n",
    "print(\"\\nDemonstrating GMT-II Flexibility: Adding Jump Diffusion\")\n",
    "\n",
    "class JumpDiffusionGBM(GeneralizedMappingGBM):\n",
    "    def __init__(self, S0, mu, sigma, jump_intensity=0.1, jump_mean=0.0, jump_std=0.15):\n",
    "        super().__init__(S0, mu, sigma)\n",
    "        self.jump_intensity = jump_intensity  # 跳跃强度(每年平均跳跃次数)\n",
    "        self.jump_mean = jump_mean            # 跳跃幅度均值\n",
    "        self.jump_std = jump_std              # 跳跃幅度标准差\n",
    "        \n",
    "    def jump_op(self):\n",
    "        \"\"\"跳跃操作\"\"\"\n",
    "        if np.random.rand() < self.jump_intensity * dt:\n",
    "            jump_size = np.random.normal(self.jump_mean, self.jump_std)\n",
    "            return jump_size * self.S\n",
    "        return 0.0\n",
    "    \n",
    "    def step(self, dt):\n",
    "        \"\"\"重写step方法加入跳跃操作\"\"\"\n",
    "        # 原始操作\n",
    "        drift = self.drift_op(dt)\n",
    "        diffusion = self.diffusion_op(dt)\n",
    "        \n",
    "        # 新增跳跃操作\n",
    "        jump = self.jump_op()\n",
    "        \n",
    "        # 记录操作细节\n",
    "        self.operations.append({\n",
    "            'drift': drift,\n",
    "            'diffusion': diffusion,\n",
    "            'jump': jump,\n",
    "            'total_change': drift + diffusion + jump\n",
    "        })\n",
    "        \n",
    "        # 更新状态\n",
    "        self.S += drift + diffusion + jump\n",
    "        self.path.append(self.S)\n",
    "        \n",
    "        return self.S\n",
    "\n",
    "# 模拟带跳跃的路径\n",
    "jump_model = JumpDiffusionGBM(S0, mu, sigma, jump_intensity=5, jump_std=0.1)\n",
    "jump_path = jump_model.simulate(T, dt)\n",
    "\n",
    "# 可视化跳跃路径\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(time_axis, jump_path, 'b-', label='Jump Diffusion Path')\n",
    "plt.plot(time_axis, gmt_paths[0], 'r--', label='Original GBM Path')\n",
    "plt.title('GMT-II Flexibility: Adding Jump Diffusion Operation')\n",
    "plt.xlabel('Time (Years)')\n",
    "plt.ylabel('Price')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 标记跳跃点\n",
    "jump_steps = [i for i, op in enumerate(jump_model.operations) if op['jump'] != 0]\n",
    "for step in jump_steps:\n",
    "    t = time_axis[step+1]  # 操作发生在step之后\n",
    "    plt.plot(t, jump_path[step+1], 'ro', markersize=8, alpha=0.7)\n",
    "\n",
    "plt.savefig('jump_diffusion.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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